Hands-on R training: REGACC Workflows III

Overview

The usual workflow consists, with some variations:

  • Find the files with the data

  • Load the data into R and tidy it

  • Do some calculations / charts

  • Produce an output (normally a file)

Calculations

  • Produce summarised information

  • Comparing datasets

  • Check internal consistency

  • Compute derived indicators for analysis

Brief recap of main functions

  • filter(): subsetting rows based on one or more conditions

  • select(): subsetting columns

  • mutate(): create new columns, usually the result of an operation in other columns

  • left_join(), full_join(): to join two or more data frames

  • arrange() : to sort the rows

  • pivot_longer(): convert a data frame from wide to long

  • pivot_wider(): convert a data frame from long to wide

Brief recap of main functions

  • group_by(): define the stratum in which operations are performed

  • summarise(): do calculations on the groups defined by group_by()

  • across(), if_any(): apply the function in multiple columns

  • coalesce() : fill empty cells with the values in another column

  • pull(): extract as a vector the values in a column

  • tally(): count observations by group

  • expand_grid(): Create a tibble from all combinations of different vectors

Understanding group_by()

We will use the file with the GDP vintages to illustrate.

# A tibble: 245,958 × 7
   Country NUTS  geo   vintage unit    time_period obs_value
   <chr>   <chr> <chr> <chr>   <chr>   <chr>           <dbl>
 1 AT      0     AT    V2015   EUR_HAB 2000            26600
 2 AT      0     AT    V2015   EUR_HAB 2001            27400
 3 AT      0     AT    V2015   EUR_HAB 2002            28000
 4 AT      0     AT    V2015   EUR_HAB 2003            28500
 5 AT      0     AT    V2015   EUR_HAB 2004            29600
 6 AT      0     AT    V2015   EUR_HAB 2005            30800
 7 AT      0     AT    V2015   EUR_HAB 2006            32200
 8 AT      0     AT    V2015   EUR_HAB 2007            34000
 9 AT      0     AT    V2015   EUR_HAB 2008            35100
10 AT      0     AT    V2015   EUR_HAB 2009            34300
# … with 245,948 more rows

Understanding group_by()

We want to calculate the average by region, unit and time of the values. We leave vintage outside of our grouping variables

tmp %>%  
  group_by(Country,geo,unit,time_period) %>% 
  summarise(mean=mean(obs_value)) %>% 
  head()
# A tibble: 6 × 5
# Groups:   Country, geo, unit [1]
  Country geo   unit    time_period   mean
  <chr>   <chr> <chr>   <chr>        <dbl>
1 AT      AT    EUR_HAB 2000        26667.
2 AT      AT    EUR_HAB 2001        27400 
3 AT      AT    EUR_HAB 2002        28067.
4 AT      AT    EUR_HAB 2003        28567.
5 AT      AT    EUR_HAB 2004        29667.
6 AT      AT    EUR_HAB 2005        30867.

Understanding group_by()

We want to calculate the average for all years by region, sto and vintage. We leave time_period outside of our grouping variables.

tmp %>%  
  group_by(Country,geo,unit,vintage) %>% 
  summarise(mean=mean(obs_value)) %>% 
  head()
# A tibble: 6 × 5
# Groups:   Country, geo, unit [1]
  Country geo   unit    vintage   mean
  <chr>   <chr> <chr>   <chr>    <dbl>
1 AT      AT    EUR_HAB V2015   32443.
2 AT      AT    EUR_HAB V2016   32847.
3 AT      AT    EUR_HAB V2017   33262.
4 AT      AT    EUR_HAB V2018   33853.
5 AT      AT    EUR_HAB V2019   34333.
6 AT      AT    EUR_HAB V2020   34826.

Understanding group_by()

How would you calculate the difference between two consecutive vintages?. Here we need also to make sure the order of the rows in the group is the one we want

tmp %>% 
  group_by(Country,geo,unit,time_period) %>% 
  arrange(vintage,.by_group = TRUE) %>% 
  mutate(rev = obs_value-lag(obs_value)) %>% 
  head()
# A tibble: 6 × 8
# Groups:   Country, geo, unit, time_period [1]
  Country NUTS  geo   vintage unit    time_period obs_value   rev
  <chr>   <chr> <chr> <chr>   <chr>   <chr>           <dbl> <dbl>
1 AT      0     AT    V2015   EUR_HAB 2000            26600    NA
2 AT      0     AT    V2016   EUR_HAB 2000            26600     0
3 AT      0     AT    V2017   EUR_HAB 2000            26600     0
4 AT      0     AT    V2018   EUR_HAB 2000            26700   100
5 AT      0     AT    V2019   EUR_HAB 2000            26700     0
6 AT      0     AT    V2020   EUR_HAB 2000            26700     0

Summarised information

We prefer in REGACC to use our tools given the particularities of our data for completeness, revisions, flags and other topics even if corporate tools are available. We will show here some examples.

Flags

Let’s see how to visualize the flags reported by Germany in table 13.

library(tidyverse)
tmp<- readsdmx::read_sdmx("ARCHIVE/DE/221221_LOADING_A_T1300/1316_39_A_T1300/NAREG_T1300_A_DE_2017_0000_V0002.xml") %>% 
    janitor::clean_names() %>%
  select(ref_area,sto,accounting_entry,time_period,obs_status) %>% 
  mutate(time_period=as.integer(time_period),
         sto=paste0(accounting_entry,"_",sto)) %>% 
  select(-accounting_entry) %>% 
  filter(obs_status!="A") %>% 
  group_by(ref_area,sto,obs_status) %>% 
  tally() %>% 
  pivot_wider(names_from=sto,
              values_from=n)

Flags

regacc::show_DT(tmp)

Completeness

For the NQR we check the completeness of the data reported but for users what is more relevant is the completeness of the data published. We can check the completeness of a eurobase table comparing it with a theoretical matrix of the possible combinations including voluntary data and see which combinations are empty.

geo<- data.table::fread("data/NUTS_2021.csv") %>% 
  filter(label!="Extra-regio" & country!="UK") %>% 
  pull(ref_area)
nace_r2<- c("TOTAL", "A", "B-E", "C", "F", "G-I", "G-J", "J", "K-N", "K", "L", "M_N", "O-U", "O-Q", "R-U")
time<- seq(2000L,2021L,by=1L)
tmp <- expand_grid(geo,nace_r2,time)
glimpse(tmp)
Rows: 585,420
Columns: 3
$ geo     <chr> "EU27_2020", "EU27_2020", "EU27_2020", "EU27_2020", "EU27_2020…
$ nace_r2 <chr> "TOTAL", "TOTAL", "TOTAL", "TOTAL", "TOTAL", "TOTAL", "TOTAL",…
$ time    <int> 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 20…

Completeness

And read the eurobase file

eurobase<- arrow::read_parquet("data/gva.parquet") %>% 
  filter(currency=="MIO_NAC") %>% 
  select(geo,nace_r2,time, values) %>% 
  na.omit()

We do a left_join() and see the empty rows.

tmp <- left_join(tmp,eurobase) %>% 
  filter(is.na(values)) %>% 
  mutate(country=as.factor(str_sub(geo,1,2))) %>% 
  group_by(country,nace_r2,time) %>% 
  tally() %>% 
  pivot_wider(names_from=nace_r2,
              values_from=n)

Completeness

Merging datasets

We need two (or more) data.frames and some joining keys (columns with the same name). Some times we will check if they are exactly the same, others how far they are, or to calculate something. We will merge LU tables T1002 and T1200.

T1002<- readsdmx::read_sdmx("ARCHIVE/LU/221108_LOADING_A_T1002/1132_55_A_T1002/NAREG_T1002_A_LU_2021_0000_V0001.xml") %>% 
  janitor::clean_names() %>% 
  select(ref_area,sto,activity,time_period,obs_value) %>% 
  filter(sto =="EMP") %>% 
  rename(EMP_HW=obs_value) %>% 
  select(ref_area,activity,time_period,EMP_HW) %>% 
  mutate(EMP_HW=as.numeric(EMP_HW))
T1200<- readsdmx::read_sdmx("ARCHIVE/LU/221109_LOADING_A_T1200/1449_42_A_T1200/NAREG_T1200_A_LU_2021_0000_V0002.xml") %>% 
  janitor::clean_names() %>% 
  select(ref_area,sto,activity,time_period,obs_value) %>% 
  filter(sto =="EMP") %>% 
  rename(EMP_PS=obs_value) %>% 
  select(ref_area,activity,time_period,EMP_PS) %>% 
  mutate(EMP_PS=as.numeric(EMP_PS))

Merging datasets

T1002
     ref_area activity time_period     EMP_HW
1          LU       _T        1995 350543.701
2          LU       _T        1996 354525.857
3          LU       _T        1997 367848.400
4          LU       _T        1998 383537.601
5          LU       _T        1999 400932.339
6          LU       _T        2000 423637.688
7          LU       _T        2001 444536.840
8          LU       _T        2002 455394.223
9          LU       _T        2003 463931.362
10         LU       _T        2004 474752.145
11         LU       _T        2005 481750.923
12         LU       _T        2006 500337.819
13         LU       _T        2007 526873.627
14         LU       _T        2008 551943.183
15         LU       _T        2009 535145.787
16         LU       _T        2010 546073.423
17         LU       _T        2011 561665.650
18         LU       _T        2012 573175.776
19         LU       _T        2013 580731.784
20         LU       _T        2014 597449.322
21         LU       _T        2015 615741.022
22         LU       _T        2016 633781.666
23         LU       _T        2017 651779.307
24         LU       _T        2018 670958.922
25         LU       _T        2019 691835.318
26         LU       _T        2020 664063.033
27         LU       _T        2021 712535.258
28        LU0       _T        1995 350543.701
29        LU0       _T        1996 354525.857
30        LU0       _T        1997 367848.400
31        LU0       _T        1998 383537.601
32        LU0       _T        1999 400932.339
33        LU0       _T        2000 423637.688
34        LU0       _T        2001 444536.840
35        LU0       _T        2002 455394.223
36        LU0       _T        2003 463931.362
37        LU0       _T        2004 474752.145
38        LU0       _T        2005 481750.923
39        LU0       _T        2006 500337.819
40        LU0       _T        2007 526873.627
41        LU0       _T        2008 551943.183
42        LU0       _T        2009 535145.787
43        LU0       _T        2010 546073.423
44        LU0       _T        2011 561665.650
45        LU0       _T        2012 573175.776
46        LU0       _T        2013 580731.784
47        LU0       _T        2014 597449.322
48        LU0       _T        2015 615741.022
49        LU0       _T        2016 633781.666
50        LU0       _T        2017 651779.307
51        LU0       _T        2018 670958.922
52        LU0       _T        2019 691835.318
53        LU0       _T        2020 664063.033
54        LU0       _T        2021 712535.258
55       LU00       _T        1995 350543.701
56       LU00       _T        1996 354525.857
57       LU00       _T        1997 367848.400
58       LU00       _T        1998 383537.601
59       LU00       _T        1999 400932.339
60       LU00       _T        2000 423637.688
61       LU00       _T        2001 444536.840
62       LU00       _T        2002 455394.223
63       LU00       _T        2003 463931.362
64       LU00       _T        2004 474752.145
65       LU00       _T        2005 481750.923
66       LU00       _T        2006 500337.819
67       LU00       _T        2007 526873.627
68       LU00       _T        2008 551943.183
69       LU00       _T        2009 535145.787
70       LU00       _T        2010 546073.423
71       LU00       _T        2011 561665.650
72       LU00       _T        2012 573175.776
73       LU00       _T        2013 580731.784
74       LU00       _T        2014 597449.322
75       LU00       _T        2015 615741.022
76       LU00       _T        2016 633781.666
77       LU00       _T        2017 651779.307
78       LU00       _T        2018 670958.922
79       LU00       _T        2019 691835.318
80       LU00       _T        2020 664063.033
81       LU00       _T        2021 712535.258
82         LU        A        1995   9329.722
83         LU        A        1996   8874.796
84         LU        A        1997   8678.138
85         LU        A        1998   8447.272
86         LU        A        1999   8357.848
87         LU        A        2000   7963.032
88         LU        A        2001   7494.803
89         LU        A        2002   7277.740
90         LU        A        2003   7108.779
91         LU        A        2004   6562.703
92         LU        A        2005   6152.758
93         LU        A        2006   6146.979
94         LU        A        2007   6153.667
95         LU        A        2008   6178.572
96         LU        A        2009   5849.506
97         LU        A        2010   5776.522
98         LU        A        2011   5755.555
99         LU        A        2012   5725.643
100        LU        A        2013   5537.514
101        LU        A        2014   5524.660
102        LU        A        2015   5533.139
103        LU        A        2016   5536.410
104        LU        A        2017   5467.263
105        LU        A        2018   5436.903
106        LU        A        2019   5420.904
107        LU        A        2020   5309.640
108        LU        A        2021   5397.837
109       LU0        A        1995   9329.722
110       LU0        A        1996   8874.796
111       LU0        A        1997   8678.138
112       LU0        A        1998   8447.272
113       LU0        A        1999   8357.848
114       LU0        A        2000   7963.032
115       LU0        A        2001   7494.803
116       LU0        A        2002   7277.740
117       LU0        A        2003   7108.779
118       LU0        A        2004   6562.703
119       LU0        A        2005   6152.758
120       LU0        A        2006   6146.979
121       LU0        A        2007   6153.667
122       LU0        A        2008   6178.572
123       LU0        A        2009   5849.506
124       LU0        A        2010   5776.522
125       LU0        A        2011   5755.555
126       LU0        A        2012   5725.643
127       LU0        A        2013   5537.514
128       LU0        A        2014   5524.660
129       LU0        A        2015   5533.139
130       LU0        A        2016   5536.410
131       LU0        A        2017   5467.263
132       LU0        A        2018   5436.903
133       LU0        A        2019   5420.904
134       LU0        A        2020   5309.640
135       LU0        A        2021   5397.837
136      LU00        A        1995   9329.722
137      LU00        A        1996   8874.796
138      LU00        A        1997   8678.138
139      LU00        A        1998   8447.272
140      LU00        A        1999   8357.848
141      LU00        A        2000   7963.032
142      LU00        A        2001   7494.803
143      LU00        A        2002   7277.740
144      LU00        A        2003   7108.779
145      LU00        A        2004   6562.703
146      LU00        A        2005   6152.758
147      LU00        A        2006   6146.979
148      LU00        A        2007   6153.667
149      LU00        A        2008   6178.572
150      LU00        A        2009   5849.506
151      LU00        A        2010   5776.522
152      LU00        A        2011   5755.555
153      LU00        A        2012   5725.643
154      LU00        A        2013   5537.514
155      LU00        A        2014   5524.660
156      LU00        A        2015   5533.139
157      LU00        A        2016   5536.410
158      LU00        A        2017   5467.263
159      LU00        A        2018   5436.903
160      LU00        A        2019   5420.904
161      LU00        A        2020   5309.640
162      LU00        A        2021   5397.837
163        LU      BTE        1995  62114.864
164        LU      BTE        1996  61241.330
165        LU      BTE        1997  62915.977
166        LU      BTE        1998  62980.298
167        LU      BTE        1999  63958.072
168        LU      BTE        2000  64444.355
169        LU      BTE        2001  64797.737
170        LU      BTE        2002  64021.472
171        LU      BTE        2003  64580.373
172        LU      BTE        2004  64471.745
173        LU      BTE        2005  63332.265
174        LU      BTE        2006  63263.858
175        LU      BTE        2007  62879.197
176        LU      BTE        2008  63496.971
177        LU      BTE        2009  57223.492
178        LU      BTE        2010  59138.764
179        LU      BTE        2011  59647.677
180        LU      BTE        2012  58358.491
181        LU      BTE        2013  56769.495
182        LU      BTE        2014  57112.107
183        LU      BTE        2015  59028.849
184        LU      BTE        2016  59849.602
185        LU      BTE        2017  59809.350
186        LU      BTE        2018  60979.219
187        LU      BTE        2019  61014.007
188        LU      BTE        2020  56204.456
189        LU      BTE        2021  58535.088
190       LU0      BTE        1995  62114.864
191       LU0      BTE        1996  61241.330
192       LU0      BTE        1997  62915.977
193       LU0      BTE        1998  62980.298
194       LU0      BTE        1999  63958.072
195       LU0      BTE        2000  64444.355
196       LU0      BTE        2001  64797.737
197       LU0      BTE        2002  64021.472
198       LU0      BTE        2003  64580.373
199       LU0      BTE        2004  64471.745
200       LU0      BTE        2005  63332.265
201       LU0      BTE        2006  63263.858
202       LU0      BTE        2007  62879.197
203       LU0      BTE        2008  63496.971
204       LU0      BTE        2009  57223.492
205       LU0      BTE        2010  59138.764
206       LU0      BTE        2011  59647.677
207       LU0      BTE        2012  58358.491
208       LU0      BTE        2013  56769.495
209       LU0      BTE        2014  57112.107
210       LU0      BTE        2015  59028.849
211       LU0      BTE        2016  59849.602
212       LU0      BTE        2017  59809.350
213       LU0      BTE        2018  60979.219
214       LU0      BTE        2019  61014.007
215       LU0      BTE        2020  56204.456
216       LU0      BTE        2021  58535.088
217      LU00      BTE        1995  62114.864
218      LU00      BTE        1996  61241.330
219      LU00      BTE        1997  62915.977
220      LU00      BTE        1998  62980.298
221      LU00      BTE        1999  63958.072
222      LU00      BTE        2000  64444.355
223      LU00      BTE        2001  64797.737
224      LU00      BTE        2002  64021.472
225      LU00      BTE        2003  64580.373
226      LU00      BTE        2004  64471.745
227      LU00      BTE        2005  63332.265
228      LU00      BTE        2006  63263.858
229      LU00      BTE        2007  62879.197
230      LU00      BTE        2008  63496.971
231      LU00      BTE        2009  57223.492
232      LU00      BTE        2010  59138.764
233      LU00      BTE        2011  59647.677
234      LU00      BTE        2012  58358.491
235      LU00      BTE        2013  56769.495
236      LU00      BTE        2014  57112.107
237      LU00      BTE        2015  59028.849
238      LU00      BTE        2016  59849.602
239      LU00      BTE        2017  59809.350
240      LU00      BTE        2018  60979.219
241      LU00      BTE        2019  61014.007
242      LU00      BTE        2020  56204.456
243      LU00      BTE        2021  58535.088
244        LU        C        1995  56363.553
245        LU        C        1996  55518.944
246        LU        C        1997  57038.159
247        LU        C        1998  57012.962
248        LU        C        1999  57962.381
249        LU        C        2000  58222.060
250        LU        C        2001  58437.069
251        LU        C        2002  57595.051
252        LU        C        2003  58062.862
253        LU        C        2004  57898.431
254        LU        C        2005  56705.392
255        LU        C        2006  56510.557
256        LU        C        2007  55965.067
257        LU        C        2008  56445.705
258        LU        C        2009  50378.969
259        LU        C        2010  52218.025
260        LU        C        2011  53093.532
261        LU        C        2012  51710.307
262        LU        C        2013  50416.410
263        LU        C        2014  50555.123
264        LU        C        2015  52298.483
265        LU        C        2016  52953.979
266        LU        C        2017  52784.696
267        LU        C        2018  53724.131
268        LU        C        2019  53527.080
269        LU        C        2020  48639.254
270        LU        C        2021  50471.895
271       LU0        C        1995  56363.553
272       LU0        C        1996  55518.944
273       LU0        C        1997  57038.159
274       LU0        C        1998  57012.962
275       LU0        C        1999  57962.381
276       LU0        C        2000  58222.060
277       LU0        C        2001  58437.069
278       LU0        C        2002  57595.051
279       LU0        C        2003  58062.862
280       LU0        C        2004  57898.431
281       LU0        C        2005  56705.392
282       LU0        C        2006  56510.557
283       LU0        C        2007  55965.067
284       LU0        C        2008  56445.705
285       LU0        C        2009  50378.969
286       LU0        C        2010  52218.025
287       LU0        C        2011  53093.532
288       LU0        C        2012  51710.307
289       LU0        C        2013  50416.410
290       LU0        C        2014  50555.123
291       LU0        C        2015  52298.483
292       LU0        C        2016  52953.979
293       LU0        C        2017  52784.696
294       LU0        C        2018  53724.131
295       LU0        C        2019  53527.080
296       LU0        C        2020  48639.254
297       LU0        C        2021  50471.895
298      LU00        C        1995  56363.553
299      LU00        C        1996  55518.944
300      LU00        C        1997  57038.159
301      LU00        C        1998  57012.962
302      LU00        C        1999  57962.381
303      LU00        C        2000  58222.060
304      LU00        C        2001  58437.069
305      LU00        C        2002  57595.051
306      LU00        C        2003  58062.862
307      LU00        C        2004  57898.431
308      LU00        C        2005  56705.392
309      LU00        C        2006  56510.557
310      LU00        C        2007  55965.067
311      LU00        C        2008  56445.705
312      LU00        C        2009  50378.969
313      LU00        C        2010  52218.025
314      LU00        C        2011  53093.532
315      LU00        C        2012  51710.307
316      LU00        C        2013  50416.410
317      LU00        C        2014  50555.123
318      LU00        C        2015  52298.483
319      LU00        C        2016  52953.979
320      LU00        C        2017  52784.696
321      LU00        C        2018  53724.131
322      LU00        C        2019  53527.080
323      LU00        C        2020  48639.254
324      LU00        C        2021  50471.895
325        LU        F        1995  46544.870
326        LU        F        1996  45839.449
327        LU        F        1997  46205.717
328        LU        F        1998  46977.141
329        LU        F        1999  48611.045
330        LU        F        2000  50864.277
331        LU        F        2001  52578.974
332        LU        F        2002  53664.092
333        LU        F        2003  55232.024
334        LU        F        2004  57313.903
335        LU        F        2005  57820.196
336        LU        F        2006  60950.206
337        LU        F        2007  67077.369
338        LU        F        2008  69537.627
339        LU        F        2009  65753.185
340        LU        F        2010  64918.082
341        LU        F        2011  67582.595
342        LU        F        2012  67483.153
343        LU        F        2013  67695.177
344        LU        F        2014  71075.871
345        LU        F        2015  72088.121
346        LU        F        2016  74281.116
347        LU        F        2017  75608.258
348        LU        F        2018  73533.340
349        LU        F        2019  75867.362
350        LU        F        2020  72981.809
351        LU        F        2021  80881.614
352       LU0        F        1995  46544.870
353       LU0        F        1996  45839.449
354       LU0        F        1997  46205.717
355       LU0        F        1998  46977.141
356       LU0        F        1999  48611.045
357       LU0        F        2000  50864.277
358       LU0        F        2001  52578.974
359       LU0        F        2002  53664.092
360       LU0        F        2003  55232.024
361       LU0        F        2004  57313.903
362       LU0        F        2005  57820.196
363       LU0        F        2006  60950.206
364       LU0        F        2007  67077.369
365       LU0        F        2008  69537.627
366       LU0        F        2009  65753.185
367       LU0        F        2010  64918.082
368       LU0        F        2011  67582.595
369       LU0        F        2012  67483.153
370       LU0        F        2013  67695.177
371       LU0        F        2014  71075.871
372       LU0        F        2015  72088.121
373       LU0        F        2016  74281.116
374       LU0        F        2017  75608.258
375       LU0        F        2018  73533.340
376       LU0        F        2019  75867.362
377       LU0        F        2020  72981.809
378       LU0        F        2021  80881.614
379      LU00        F        1995  46544.870
380      LU00        F        1996  45839.449
381      LU00        F        1997  46205.717
382      LU00        F        1998  46977.141
383      LU00        F        1999  48611.045
384      LU00        F        2000  50864.277
385      LU00        F        2001  52578.974
386      LU00        F        2002  53664.092
387      LU00        F        2003  55232.024
388      LU00        F        2004  57313.903
389      LU00        F        2005  57820.196
390      LU00        F        2006  60950.206
391      LU00        F        2007  67077.369
392      LU00        F        2008  69537.627
393      LU00        F        2009  65753.185
394      LU00        F        2010  64918.082
395      LU00        F        2011  67582.595
396      LU00        F        2012  67483.153
397      LU00        F        2013  67695.177
398      LU00        F        2014  71075.871
399      LU00        F        2015  72088.121
400      LU00        F        2016  74281.116
401      LU00        F        2017  75608.258
402      LU00        F        2018  73533.340
403      LU00        F        2019  75867.362
404      LU00        F        2020  72981.809
405      LU00        F        2021  80881.614
406        LU      GTJ        1995 100722.909
407        LU      GTJ        1996 102890.693
408        LU      GTJ        1997 106788.507
409        LU      GTJ        1998 111695.652
410        LU      GTJ        1999 116901.331
411        LU      GTJ        2000 122574.720
412        LU      GTJ        2001 128483.345
413        LU      GTJ        2002 132441.582
414        LU      GTJ        2003 134109.397
415        LU      GTJ        2004 136134.581
416        LU      GTJ        2005 138089.975
417        LU      GTJ        2006 142001.027
418        LU      GTJ        2007 149023.103
419        LU      GTJ        2008 155048.513
420        LU      GTJ        2009 152467.813
421        LU      GTJ        2010 154886.681
422        LU      GTJ        2011 158772.524
423        LU      GTJ        2012 161396.936
424        LU      GTJ        2013 162757.565
425        LU      GTJ        2014 166042.110
426        LU      GTJ        2015 169246.140
427        LU      GTJ        2016 173219.171
428        LU      GTJ        2017 176863.436
429        LU      GTJ        2018 182401.727
430        LU      GTJ        2019 188249.950
431        LU      GTJ        2020 169822.441
432        LU      GTJ        2021 181545.088
433       LU0      GTJ        1995 100722.909
434       LU0      GTJ        1996 102890.693
435       LU0      GTJ        1997 106788.507
436       LU0      GTJ        1998 111695.652
437       LU0      GTJ        1999 116901.331
438       LU0      GTJ        2000 122574.720
439       LU0      GTJ        2001 128483.345
440       LU0      GTJ        2002 132441.582
441       LU0      GTJ        2003 134109.397
442       LU0      GTJ        2004 136134.581
443       LU0      GTJ        2005 138089.975
444       LU0      GTJ        2006 142001.027
445       LU0      GTJ        2007 149023.103
446       LU0      GTJ        2008 155048.513
447       LU0      GTJ        2009 152467.813
448       LU0      GTJ        2010 154886.681
449       LU0      GTJ        2011 158772.524
450       LU0      GTJ        2012 161396.936
451       LU0      GTJ        2013 162757.565
452       LU0      GTJ        2014 166042.110
453       LU0      GTJ        2015 169246.140
454       LU0      GTJ        2016 173219.171
455       LU0      GTJ        2017 176863.436
456       LU0      GTJ        2018 182401.727
457       LU0      GTJ        2019 188249.950
458       LU0      GTJ        2020 169822.441
459       LU0      GTJ        2021 181545.088
460      LU00      GTJ        1995 100722.909
461      LU00      GTJ        1996 102890.693
462      LU00      GTJ        1997 106788.507
463      LU00      GTJ        1998 111695.652
464      LU00      GTJ        1999 116901.331
465      LU00      GTJ        2000 122574.720
466      LU00      GTJ        2001 128483.345
467      LU00      GTJ        2002 132441.582
468      LU00      GTJ        2003 134109.397
469      LU00      GTJ        2004 136134.581
470      LU00      GTJ        2005 138089.975
471      LU00      GTJ        2006 142001.027
472      LU00      GTJ        2007 149023.103
473      LU00      GTJ        2008 155048.513
474      LU00      GTJ        2009 152467.813
475      LU00      GTJ        2010 154886.681
476      LU00      GTJ        2011 158772.524
477      LU00      GTJ        2012 161396.936
478      LU00      GTJ        2013 162757.565
479      LU00      GTJ        2014 166042.110
480      LU00      GTJ        2015 169246.140
481      LU00      GTJ        2016 173219.171
482      LU00      GTJ        2017 176863.436
483      LU00      GTJ        2018 182401.727
484      LU00      GTJ        2019 188249.950
485      LU00      GTJ        2020 169822.441
486      LU00      GTJ        2021 181545.088
487        LU      GTI        1995  91760.472
488        LU      GTI        1996  92967.666
489        LU      GTI        1997  96281.200
490        LU      GTI        1998  99859.200
491        LU      GTI        1999 103779.700
492        LU      GTI        2000 107883.900
493        LU      GTI        2001 112259.500
494        LU      GTI        2002 116069.700
495        LU      GTI        2003 118050.860
496        LU      GTI        2004 119796.397
497        LU      GTI        2005 120768.297
498        LU      GTI        2006 123205.197
499        LU      GTI        2007 127906.800
500        LU      GTI        2008 132427.797
501        LU      GTI        2009 129989.100
502        LU      GTI        2010 132070.000
503        LU      GTI        2011 134712.400
504        LU      GTI        2012 136732.299
505        LU      GTI        2013 137628.198
506        LU      GTI        2014 140010.600
507        LU      GTI        2015 142228.245
508        LU      GTI        2016 144935.364
509        LU      GTI        2017 147236.985
510        LU      GTI        2018 151430.529
511        LU      GTI        2019 156504.388
512        LU      GTI        2020 138452.621
513        LU      GTI        2021 148036.922
514       LU0      GTI        1995  91760.472
515       LU0      GTI        1996  92967.666
516       LU0      GTI        1997  96281.200
517       LU0      GTI        1998  99859.200
518       LU0      GTI        1999 103779.700
519       LU0      GTI        2000 107883.900
520       LU0      GTI        2001 112259.500
521       LU0      GTI        2002 116069.700
522       LU0      GTI        2003 118050.860
523       LU0      GTI        2004 119796.397
524       LU0      GTI        2005 120768.297
525       LU0      GTI        2006 123205.197
526       LU0      GTI        2007 127906.800
527       LU0      GTI        2008 132427.797
528       LU0      GTI        2009 129989.100
529       LU0      GTI        2010 132070.000
530       LU0      GTI        2011 134712.400
531       LU0      GTI        2012 136732.299
532       LU0      GTI        2013 137628.198
533       LU0      GTI        2014 140010.600
534       LU0      GTI        2015 142228.245
535       LU0      GTI        2016 144935.364
536       LU0      GTI        2017 147236.985
537       LU0      GTI        2018 151430.529
538       LU0      GTI        2019 156504.388
539       LU0      GTI        2020 138452.621
540       LU0      GTI        2021 148036.922
541      LU00      GTI        1995  91760.472
542      LU00      GTI        1996  92967.666
543      LU00      GTI        1997  96281.200
544      LU00      GTI        1998  99859.200
545      LU00      GTI        1999 103779.700
546      LU00      GTI        2000 107883.900
547      LU00      GTI        2001 112259.500
548      LU00      GTI        2002 116069.700
549      LU00      GTI        2003 118050.860
550      LU00      GTI        2004 119796.397
551      LU00      GTI        2005 120768.297
552      LU00      GTI        2006 123205.197
553      LU00      GTI        2007 127906.800
554      LU00      GTI        2008 132427.797
555      LU00      GTI        2009 129989.100
556      LU00      GTI        2010 132070.000
557      LU00      GTI        2011 134712.400
558      LU00      GTI        2012 136732.299
559      LU00      GTI        2013 137628.198
560      LU00      GTI        2014 140010.600
561      LU00      GTI        2015 142228.245
562      LU00      GTI        2016 144935.364
563      LU00      GTI        2017 147236.985
564      LU00      GTI        2018 151430.529
565      LU00      GTI        2019 156504.388
566      LU00      GTI        2020 138452.621
567      LU00      GTI        2021 148036.922
568        LU        J        1995   8962.437
569        LU        J        1996   9923.027
570        LU        J        1997  10507.307
571        LU        J        1998  11836.452
572        LU        J        1999  13121.631
573        LU        J        2000  14690.820
574        LU        J        2001  16223.845
575        LU        J        2002  16371.882
576        LU        J        2003  16058.537
577        LU        J        2004  16338.184
578        LU        J        2005  17321.678
579        LU        J        2006  18795.830
580        LU        J        2007  21116.303
581        LU        J        2008  22620.716
582        LU        J        2009  22478.713
583        LU        J        2010  22816.681
584        LU        J        2011  24060.124
585        LU        J        2012  24664.638
586        LU        J        2013  25129.367
587        LU        J        2014  26031.510
588        LU        J        2015  27017.895
589        LU        J        2016  28283.807
590        LU        J        2017  29626.451
591        LU        J        2018  30971.198
592        LU        J        2019  31745.561
593        LU        J        2020  31369.820
594        LU        J        2021  33508.166
595       LU0        J        1995   8962.437
596       LU0        J        1996   9923.027
597       LU0        J        1997  10507.307
598       LU0        J        1998  11836.452
599       LU0        J        1999  13121.631
600       LU0        J        2000  14690.820
601       LU0        J        2001  16223.845
602       LU0        J        2002  16371.882
603       LU0        J        2003  16058.537
604       LU0        J        2004  16338.184
605       LU0        J        2005  17321.678
606       LU0        J        2006  18795.830
607       LU0        J        2007  21116.303
608       LU0        J        2008  22620.716
609       LU0        J        2009  22478.713
610       LU0        J        2010  22816.681
611       LU0        J        2011  24060.124
612       LU0        J        2012  24664.638
613       LU0        J        2013  25129.367
614       LU0        J        2014  26031.510
615       LU0        J        2015  27017.895
616       LU0        J        2016  28283.807
617       LU0        J        2017  29626.451
618       LU0        J        2018  30971.198
619       LU0        J        2019  31745.561
620       LU0        J        2020  31369.820
621       LU0        J        2021  33508.166
622      LU00        J        1995   8962.437
623      LU00        J        1996   9923.027
624      LU00        J        1997  10507.307
625      LU00        J        1998  11836.452
626      LU00        J        1999  13121.631
627      LU00        J        2000  14690.820
628      LU00        J        2001  16223.845
629      LU00        J        2002  16371.882
630      LU00        J        2003  16058.537
631      LU00        J        2004  16338.184
632      LU00        J        2005  17321.678
633      LU00        J        2006  18795.830
634      LU00        J        2007  21116.303
635      LU00        J        2008  22620.716
636      LU00        J        2009  22478.713
637      LU00        J        2010  22816.681
638      LU00        J        2011  24060.124
639      LU00        J        2012  24664.638
640      LU00        J        2013  25129.367
641      LU00        J        2014  26031.510
642      LU00        J        2015  27017.895
643      LU00        J        2016  28283.807
644      LU00        J        2017  29626.451
645      LU00        J        2018  30971.198
646      LU00        J        2019  31745.561
647      LU00        J        2020  31369.820
648      LU00        J        2021  33508.166
649        LU      KTN        1995  63774.286
650        LU      KTN        1996  65848.638
651        LU      KTN        1997  70420.145
652        LU      KTN        1998  77423.698
653        LU      KTN        1999  86296.135
654        LU      KTN        2000  96919.073
655        LU      KTN        2001 106245.020
656        LU      KTN        2002 108982.017
657        LU      KTN        2003 109193.150
658        LU      KTN        2004 111512.161
659        LU      KTN        2005 115689.011
660        LU      KTN        2006 124095.454
661        LU      KTN        2007 134913.017
662        LU      KTN        2008 146693.138
663        LU      KTN        2009 140070.057
664        LU      KTN        2010 142862.668
665        LU      KTN        2011 146202.977
666        LU      KTN        2012 150843.131
667        LU      KTN        2013 153942.500
668        LU      KTN        2014 159755.946
669        LU      KTN        2015 167494.579
670        LU      KTN        2016 176003.121
671        LU      KTN        2017 183764.632
672        LU      KTN        2018 193132.033
673        LU      KTN        2019 200601.041
674        LU      KTN        2020 197797.594
675        LU      KTN        2021 212221.583
676       LU0      KTN        1995  63774.286
677       LU0      KTN        1996  65848.638
678       LU0      KTN        1997  70420.145
679       LU0      KTN        1998  77423.698
680       LU0      KTN        1999  86296.135
681       LU0      KTN        2000  96919.073
682       LU0      KTN        2001 106245.020
683       LU0      KTN        2002 108982.017
684       LU0      KTN        2003 109193.150
685       LU0      KTN        2004 111512.161
686       LU0      KTN        2005 115689.011
687       LU0      KTN        2006 124095.454
688       LU0      KTN        2007 134913.017
689       LU0      KTN        2008 146693.138
690       LU0      KTN        2009 140070.057
691       LU0      KTN        2010 142862.668
692       LU0      KTN        2011 146202.977
693       LU0      KTN        2012 150843.131
694       LU0      KTN        2013 153942.500
695       LU0      KTN        2014 159755.946
696       LU0      KTN        2015 167494.579
697       LU0      KTN        2016 176003.121
698       LU0      KTN        2017 183764.632
699       LU0      KTN        2018 193132.033
700       LU0      KTN        2019 200601.041
701       LU0      KTN        2020 197797.594
702       LU0      KTN        2021 212221.583
703      LU00      KTN        1995  63774.286
704      LU00      KTN        1996  65848.638
705      LU00      KTN        1997  70420.145
706      LU00      KTN        1998  77423.698
707      LU00      KTN        1999  86296.135
708      LU00      KTN        2000  96919.073
709      LU00      KTN        2001 106245.020
710      LU00      KTN        2002 108982.017
711      LU00      KTN        2003 109193.150
712      LU00      KTN        2004 111512.161
713      LU00      KTN        2005 115689.011
714      LU00      KTN        2006 124095.454
715      LU00      KTN        2007 134913.017
716      LU00      KTN        2008 146693.138
717      LU00      KTN        2009 140070.057
718      LU00      KTN        2010 142862.668
719      LU00      KTN        2011 146202.977
720      LU00      KTN        2012 150843.131
721      LU00      KTN        2013 153942.500
722      LU00      KTN        2014 159755.946
723      LU00      KTN        2015 167494.579
724      LU00      KTN        2016 176003.121
725      LU00      KTN        2017 183764.632
726      LU00      KTN        2018 193132.033
727      LU00      KTN        2019 200601.041
728      LU00      KTN        2020 197797.594
729      LU00      KTN        2021 212221.583
730        LU        K        1995  36189.900
731        LU        K        1996  36700.500
732        LU        K        1997  38453.800
733        LU        K        1998  41171.200
734        LU        K        1999  44652.100
735        LU        K        2000  48890.200
736        LU        K        2001  53657.700
737        LU        K        2002  53540.200
738        LU        K        2003  52300.000
739        LU        K        2004  52037.400
740        LU        K        2005  53377.200
741        LU        K        2006  56082.900
742        LU        K        2007  60287.300
743        LU        K        2008  64691.800
744        LU        K        2009  61820.200
745        LU        K        2010  61403.800
746        LU        K        2011  62200.700
747        LU        K        2012  63673.300
748        LU        K        2013  63893.100
749        LU        K        2014  65002.200
750        LU        K        2015  66731.690
751        LU        K        2016  68245.058
752        LU        K        2017  69496.262
753        LU        K        2018  71679.500
754        LU        K        2019  74036.300
755        LU        K        2020  75895.100
756        LU        K        2021  78368.200
757       LU0        K        1995  36189.900
758       LU0        K        1996  36700.500
759       LU0        K        1997  38453.800
760       LU0        K        1998  41171.200
761       LU0        K        1999  44652.100
762       LU0        K        2000  48890.200
763       LU0        K        2001  53657.700
764       LU0        K        2002  53540.200
765       LU0        K        2003  52300.000
766       LU0        K        2004  52037.400
767       LU0        K        2005  53377.200
768       LU0        K        2006  56082.900
769       LU0        K        2007  60287.300
770       LU0        K        2008  64691.800
771       LU0        K        2009  61820.200
772       LU0        K        2010  61403.800
773       LU0        K        2011  62200.700
774       LU0        K        2012  63673.300
775       LU0        K        2013  63893.100
776       LU0        K        2014  65002.200
777       LU0        K        2015  66731.690
778       LU0        K        2016  68245.058
779       LU0        K        2017  69496.262
780       LU0        K        2018  71679.500
781       LU0        K        2019  74036.300
782       LU0        K        2020  75895.100
783       LU0        K        2021  78368.200
784      LU00        K        1995  36189.900
785      LU00        K        1996  36700.500
786      LU00        K        1997  38453.800
787      LU00        K        1998  41171.200
788      LU00        K        1999  44652.100
789      LU00        K        2000  48890.200
790      LU00        K        2001  53657.700
791      LU00        K        2002  53540.200
792      LU00        K        2003  52300.000
793      LU00        K        2004  52037.400
794      LU00        K        2005  53377.200
795      LU00        K        2006  56082.900
796      LU00        K        2007  60287.300
797      LU00        K        2008  64691.800
798      LU00        K        2009  61820.200
799      LU00        K        2010  61403.800
800      LU00        K        2011  62200.700
801      LU00        K        2012  63673.300
802      LU00        K        2013  63893.100
803      LU00        K        2014  65002.200
804      LU00        K        2015  66731.690
805      LU00        K        2016  68245.058
806      LU00        K        2017  69496.262
807      LU00        K        2018  71679.500
808      LU00        K        2019  74036.300
809      LU00        K        2020  75895.100
810      LU00        K        2021  78368.200
811        LU        L        1995   1015.465
812        LU        L        1996   1543.344
813        LU        L        1997   1722.835
814        LU        L        1998   1894.188
815        LU        L        1999   1968.762
816        LU        L        2000   2120.942
817        LU        L        2001   2462.370
818        LU        L        2002   2491.114
819        LU        L        2003   2613.527
820        LU        L        2004   2721.622
821        LU        L        2005   3487.573
822        LU        L        2006   3800.215
823        LU        L        2007   4107.991
824        LU        L        2008   4144.708
825        LU        L        2009   4325.192
826        LU        L        2010   4250.442
827        LU        L        2011   4479.611
828        LU        L        2012   4650.019
829        LU        L        2013   5161.635
830        LU        L        2014   5296.141
831        LU        L        2015   5669.746
832        LU        L        2016   5933.683
833        LU        L        2017   6225.977
834        LU        L        2018   6880.000
835        LU        L        2019   7392.618
836        LU        L        2020   6929.798
837        LU        L        2021   7653.440
838       LU0        L        1995   1015.465
839       LU0        L        1996   1543.344
840       LU0        L        1997   1722.835
841       LU0        L        1998   1894.188
842       LU0        L        1999   1968.762
843       LU0        L        2000   2120.942
844       LU0        L        2001   2462.370
845       LU0        L        2002   2491.114
846       LU0        L        2003   2613.527
847       LU0        L        2004   2721.622
848       LU0        L        2005   3487.573
849       LU0        L        2006   3800.215
850       LU0        L        2007   4107.991
851       LU0        L        2008   4144.708
852       LU0        L        2009   4325.192
853       LU0        L        2010   4250.442
854       LU0        L        2011   4479.611
855       LU0        L        2012   4650.019
856       LU0        L        2013   5161.635
857       LU0        L        2014   5296.141
858       LU0        L        2015   5669.746
859       LU0        L        2016   5933.683
860       LU0        L        2017   6225.977
861       LU0        L        2018   6880.000
862       LU0        L        2019   7392.618
863       LU0        L        2020   6929.798
864       LU0        L        2021   7653.440
865      LU00        L        1995   1015.465
866      LU00        L        1996   1543.344
867      LU00        L        1997   1722.835
868      LU00        L        1998   1894.188
869      LU00        L        1999   1968.762
870      LU00        L        2000   2120.942
871      LU00        L        2001   2462.370
872      LU00        L        2002   2491.114
873      LU00        L        2003   2613.527
874      LU00        L        2004   2721.622
875      LU00        L        2005   3487.573
876      LU00        L        2006   3800.215
877      LU00        L        2007   4107.991
878      LU00        L        2008   4144.708
879      LU00        L        2009   4325.192
880      LU00        L        2010   4250.442
881      LU00        L        2011   4479.611
882      LU00        L        2012   4650.019
883      LU00        L        2013   5161.635
884      LU00        L        2014   5296.141
885      LU00        L        2015   5669.746
886      LU00        L        2016   5933.683
887      LU00        L        2017   6225.977
888      LU00        L        2018   6880.000
889      LU00        L        2019   7392.618
890      LU00        L        2020   6929.798
891      LU00        L        2021   7653.440
892        LU      M_N        1995  26568.920
893        LU      M_N        1996  27604.793
894        LU      M_N        1997  30243.510
895        LU      M_N        1998  34358.310
896        LU      M_N        1999  39675.274
897        LU      M_N        2000  45907.931
898        LU      M_N        2001  50124.951
899        LU      M_N        2002  52950.702
900        LU      M_N        2003  54279.622
901        LU      M_N        2004  56753.139
902        LU      M_N        2005  58824.239
903        LU      M_N        2006  64212.339
904        LU      M_N        2007  70517.726
905        LU      M_N        2008  77856.629
906        LU      M_N        2009  73924.665
907        LU      M_N        2010  77208.427
908        LU      M_N        2011  79522.666
909        LU      M_N        2012  82519.812
910        LU      M_N        2013  84887.765
911        LU      M_N        2014  89457.605
912        LU      M_N        2015  95093.143
913        LU      M_N        2016 101824.380
914        LU      M_N        2017 108042.393
915        LU      M_N        2018 114572.533
916        LU      M_N        2019 119172.123
917        LU      M_N        2020 114972.696
918        LU      M_N        2021 126199.943
919       LU0      M_N        1995  26568.920
920       LU0      M_N        1996  27604.793
921       LU0      M_N        1997  30243.510
922       LU0      M_N        1998  34358.310
923       LU0      M_N        1999  39675.274
924       LU0      M_N        2000  45907.931
925       LU0      M_N        2001  50124.951
926       LU0      M_N        2002  52950.702
927       LU0      M_N        2003  54279.622
928       LU0      M_N        2004  56753.139
929       LU0      M_N        2005  58824.239
930       LU0      M_N        2006  64212.339
931       LU0      M_N        2007  70517.726
932       LU0      M_N        2008  77856.629
933       LU0      M_N        2009  73924.665
934       LU0      M_N        2010  77208.427
935       LU0      M_N        2011  79522.666
936       LU0      M_N        2012  82519.812
937       LU0      M_N        2013  84887.765
938       LU0      M_N        2014  89457.605
939       LU0      M_N        2015  95093.143
940       LU0      M_N        2016 101824.380
941       LU0      M_N        2017 108042.393
942       LU0      M_N        2018 114572.533
943       LU0      M_N        2019 119172.123
944       LU0      M_N        2020 114972.696
945       LU0      M_N        2021 126199.943
946      LU00      M_N        1995  26568.920
947      LU00      M_N        1996  27604.793
948      LU00      M_N        1997  30243.510
949      LU00      M_N        1998  34358.310
950      LU00      M_N        1999  39675.274
951      LU00      M_N        2000  45907.931
952      LU00      M_N        2001  50124.951
953      LU00      M_N        2002  52950.702
954      LU00      M_N        2003  54279.622
955      LU00      M_N        2004  56753.139
956      LU00      M_N        2005  58824.239
957      LU00      M_N        2006  64212.339
958      LU00      M_N        2007  70517.726
959      LU00      M_N        2008  77856.629
960      LU00      M_N        2009  73924.665
961      LU00      M_N        2010  77208.427
962      LU00      M_N        2011  79522.666
963      LU00      M_N        2012  82519.812
964      LU00      M_N        2013  84887.765
965      LU00      M_N        2014  89457.605
966      LU00      M_N        2015  95093.143
967      LU00      M_N        2016 101824.380
968      LU00      M_N        2017 108042.393
969      LU00      M_N        2018 114572.533
970      LU00      M_N        2019 119172.123
971      LU00      M_N        2020 114972.696
972      LU00      M_N        2021 126199.943
973        LU      OTU        1995  68057.050
974        LU      OTU        1996  69830.952
975        LU      OTU        1997  72839.916
976        LU      OTU        1998  76013.541
977        LU      OTU        1999  76807.907
978        LU      OTU        2000  80872.230
979        LU      OTU        2001  84936.961
980        LU      OTU        2002  89007.321
981        LU      OTU        2003  93707.639
982        LU      OTU        2004  98757.051
983        LU      OTU        2005 100666.718
984        LU      OTU        2006 103880.296
985        LU      OTU        2007 106827.274
986        LU      OTU        2008 110988.362
987        LU      OTU        2009 113781.734
988        LU      OTU        2010 118490.705
989        LU      OTU        2011 123704.321
990        LU      OTU        2012 129368.421
991        LU      OTU        2013 134029.534
992        LU      OTU        2014 137938.628
993        LU      OTU        2015 142350.193
994        LU      OTU        2016 144892.247
995        LU      OTU        2017 150266.368
996        LU      OTU        2018 155475.699
997        LU      OTU        2019 160682.053
998        LU      OTU        2020 161947.092
999        LU      OTU        2021 173954.047
1000      LU0      OTU        1995  68057.050
1001      LU0      OTU        1996  69830.952
1002      LU0      OTU        1997  72839.916
1003      LU0      OTU        1998  76013.541
1004      LU0      OTU        1999  76807.907
1005      LU0      OTU        2000  80872.230
1006      LU0      OTU        2001  84936.961
1007      LU0      OTU        2002  89007.321
1008      LU0      OTU        2003  93707.639
1009      LU0      OTU        2004  98757.051
1010      LU0      OTU        2005 100666.718
1011      LU0      OTU        2006 103880.296
1012      LU0      OTU        2007 106827.274
1013      LU0      OTU        2008 110988.362
1014      LU0      OTU        2009 113781.734
1015      LU0      OTU        2010 118490.705
1016      LU0      OTU        2011 123704.321
1017      LU0      OTU        2012 129368.421
1018      LU0      OTU        2013 134029.534
1019      LU0      OTU        2014 137938.628
1020      LU0      OTU        2015 142350.193
1021      LU0      OTU        2016 144892.247
1022      LU0      OTU        2017 150266.368
1023      LU0      OTU        2018 155475.699
1024      LU0      OTU        2019 160682.053
1025      LU0      OTU        2020 161947.092
1026      LU0      OTU        2021 173954.047
1027     LU00      OTU        1995  68057.050
1028     LU00      OTU        1996  69830.952
1029     LU00      OTU        1997  72839.916
1030     LU00      OTU        1998  76013.541
1031     LU00      OTU        1999  76807.907
1032     LU00      OTU        2000  80872.230
1033     LU00      OTU        2001  84936.961
1034     LU00      OTU        2002  89007.321
1035     LU00      OTU        2003  93707.639
1036     LU00      OTU        2004  98757.051
1037     LU00      OTU        2005 100666.718
1038     LU00      OTU        2006 103880.296
1039     LU00      OTU        2007 106827.274
1040     LU00      OTU        2008 110988.362
1041     LU00      OTU        2009 113781.734
1042     LU00      OTU        2010 118490.705
1043     LU00      OTU        2011 123704.321
1044     LU00      OTU        2012 129368.421
1045     LU00      OTU        2013 134029.534
1046     LU00      OTU        2014 137938.628
1047     LU00      OTU        2015 142350.193
1048     LU00      OTU        2016 144892.247
1049     LU00      OTU        2017 150266.368
1050     LU00      OTU        2018 155475.699
1051     LU00      OTU        2019 160682.053
1052     LU00      OTU        2020 161947.092
1053     LU00      OTU        2021 173954.047
1054       LU      OTQ        1995  53533.222
1055       LU      OTQ        1996  54748.168
1056       LU      OTQ        1997  57293.107
1057       LU      OTQ        1998  60137.264
1058       LU      OTQ        1999  61024.980
1059       LU      OTQ        2000  64953.418
1060       LU      OTQ        2001  68309.680
1061       LU      OTQ        2002  71954.594
1062       LU      OTQ        2003  76220.497
1063       LU      OTQ        2004  80827.452
1064       LU      OTQ        2005  82228.860
1065       LU      OTQ        2006  84415.740
1066       LU      OTQ        2007  86975.344
1067       LU      OTQ        2008  90341.583
1068       LU      OTQ        2009  92521.654
1069       LU      OTQ        2010  96603.299
1070       LU      OTQ        2011 101068.422
1071       LU      OTQ        2012 106204.191
1072       LU      OTQ        2013 110457.841
1073       LU      OTQ        2014 113471.165
1074       LU      OTQ        2015 117499.693
1075       LU      OTQ        2016 119566.286
1076       LU      OTQ        2017 124259.697
1077       LU      OTQ        2018 128854.856
1078       LU      OTQ        2019 133509.414
1079       LU      OTQ        2020 136621.473
1080       LU      OTQ        2021 145563.516
1081      LU0      OTQ        1995  53533.222
1082      LU0      OTQ        1996  54748.168
1083      LU0      OTQ        1997  57293.107
1084      LU0      OTQ        1998  60137.264
1085      LU0      OTQ        1999  61024.980
1086      LU0      OTQ        2000  64953.418
1087      LU0      OTQ        2001  68309.680
1088      LU0      OTQ        2002  71954.594
1089      LU0      OTQ        2003  76220.497
1090      LU0      OTQ        2004  80827.452
1091      LU0      OTQ        2005  82228.860
1092      LU0      OTQ        2006  84415.740
1093      LU0      OTQ        2007  86975.344
1094      LU0      OTQ        2008  90341.583
1095      LU0      OTQ        2009  92521.654
1096      LU0      OTQ        2010  96603.299
1097      LU0      OTQ        2011 101068.422
1098      LU0      OTQ        2012 106204.191
1099      LU0      OTQ        2013 110457.841
1100      LU0      OTQ        2014 113471.165
1101      LU0      OTQ        2015 117499.693
1102      LU0      OTQ        2016 119566.286
1103      LU0      OTQ        2017 124259.697
1104      LU0      OTQ        2018 128854.856
1105      LU0      OTQ        2019 133509.414
1106      LU0      OTQ        2020 136621.473
1107      LU0      OTQ        2021 145563.516
1108     LU00      OTQ        1995  53533.222
1109     LU00      OTQ        1996  54748.168
1110     LU00      OTQ        1997  57293.107
1111     LU00      OTQ        1998  60137.264
1112     LU00      OTQ        1999  61024.980
1113     LU00      OTQ        2000  64953.418
1114     LU00      OTQ        2001  68309.680
1115     LU00      OTQ        2002  71954.594
1116     LU00      OTQ        2003  76220.497
1117     LU00      OTQ        2004  80827.452
1118     LU00      OTQ        2005  82228.860
1119     LU00      OTQ        2006  84415.740
1120     LU00      OTQ        2007  86975.344
1121     LU00      OTQ        2008  90341.583
1122     LU00      OTQ        2009  92521.654
1123     LU00      OTQ        2010  96603.299
1124     LU00      OTQ        2011 101068.422
1125     LU00      OTQ        2012 106204.191
1126     LU00      OTQ        2013 110457.841
1127     LU00      OTQ        2014 113471.165
1128     LU00      OTQ        2015 117499.693
1129     LU00      OTQ        2016 119566.286
1130     LU00      OTQ        2017 124259.697
1131     LU00      OTQ        2018 128854.856
1132     LU00      OTQ        2019 133509.414
1133     LU00      OTQ        2020 136621.473
1134     LU00      OTQ        2021 145563.516
1135       LU      RTU        1995  14523.828
1136       LU      RTU        1996  15082.784
1137       LU      RTU        1997  15546.809
1138       LU      RTU        1998  15876.277
1139       LU      RTU        1999  15782.928
1140       LU      RTU        2000  15918.812
1141       LU      RTU        2001  16627.281
1142       LU      RTU        2002  17052.726
1143       LU      RTU        2003  17487.142
1144       LU      RTU        2004  17929.598
1145       LU      RTU        2005  18437.858
1146       LU      RTU        2006  19464.556
1147       LU      RTU        2007  19851.929
1148       LU      RTU        2008  20646.780
1149       LU      RTU        2009  21260.079
1150       LU      RTU        2010  21887.406
1151       LU      RTU        2011  22635.900
1152       LU      RTU        2012  23164.229
1153       LU      RTU        2013  23571.693
1154       LU      RTU        2014  24467.463
1155       LU      RTU        2015  24850.501
1156       LU      RTU        2016  25325.961
1157       LU      RTU        2017  26006.671
1158       LU      RTU        2018  26620.844
1159       LU      RTU        2019  27172.640
1160       LU      RTU        2020  25325.620
1161       LU      RTU        2021  28390.530
1162      LU0      RTU        1995  14523.828
1163      LU0      RTU        1996  15082.784
1164      LU0      RTU        1997  15546.809
1165      LU0      RTU        1998  15876.277
1166      LU0      RTU        1999  15782.928
1167      LU0      RTU        2000  15918.812
1168      LU0      RTU        2001  16627.281
1169      LU0      RTU        2002  17052.726
1170      LU0      RTU        2003  17487.142
1171      LU0      RTU        2004  17929.598
1172      LU0      RTU        2005  18437.858
1173      LU0      RTU        2006  19464.556
1174      LU0      RTU        2007  19851.929
1175      LU0      RTU        2008  20646.780
1176      LU0      RTU        2009  21260.079
1177      LU0      RTU        2010  21887.406
1178      LU0      RTU        2011  22635.900
1179      LU0      RTU        2012  23164.229
1180      LU0      RTU        2013  23571.693
1181      LU0      RTU        2014  24467.463
1182      LU0      RTU        2015  24850.501
1183      LU0      RTU        2016  25325.961
1184      LU0      RTU        2017  26006.671
1185      LU0      RTU        2018  26620.844
1186      LU0      RTU        2019  27172.640
1187      LU0      RTU        2020  25325.620
1188      LU0      RTU        2021  28390.530
1189     LU00      RTU        1995  14523.828
1190     LU00      RTU        1996  15082.784
1191     LU00      RTU        1997  15546.809
1192     LU00      RTU        1998  15876.277
1193     LU00      RTU        1999  15782.928
1194     LU00      RTU        2000  15918.812
1195     LU00      RTU        2001  16627.281
1196     LU00      RTU        2002  17052.726
1197     LU00      RTU        2003  17487.142
1198     LU00      RTU        2004  17929.598
1199     LU00      RTU        2005  18437.858
1200     LU00      RTU        2006  19464.556
1201     LU00      RTU        2007  19851.929
1202     LU00      RTU        2008  20646.780
1203     LU00      RTU        2009  21260.079
1204     LU00      RTU        2010  21887.406
1205     LU00      RTU        2011  22635.900
1206     LU00      RTU        2012  23164.229
1207     LU00      RTU        2013  23571.693
1208     LU00      RTU        2014  24467.463
1209     LU00      RTU        2015  24850.501
1210     LU00      RTU        2016  25325.961
1211     LU00      RTU        2017  26006.671
1212     LU00      RTU        2018  26620.844
1213     LU00      RTU        2019  27172.640
1214     LU00      RTU        2020  25325.620
1215     LU00      RTU        2021  28390.530
T1200
     ref_area activity time_period  EMP_PS
1          LU       _T        1995 216.997
2          LU       _T        1996 222.600
3          LU       _T        1997 229.850
4          LU       _T        1998 239.929
5          LU       _T        1999 250.879
6          LU       _T        2000 263.951
7          LU       _T        2001 279.093
8          LU       _T        2002 286.814
9          LU       _T        2003 292.537
10         LU       _T        2004 299.305
11         LU       _T        2005 307.523
12         LU       _T        2006 319.273
13         LU       _T        2007 333.255
14         LU       _T        2008 349.058
15         LU       _T        2009 352.518
16         LU       _T        2010 359.016
17         LU       _T        2011 369.628
18         LU       _T        2012 378.659
19         LU       _T        2013 385.538
20         LU       _T        2014 395.120
21         LU       _T        2015 405.239
22         LU       _T        2016 417.520
23         LU       _T        2017 432.185
24         LU       _T        2018 447.719
25         LU       _T        2019 463.477
26         LU       _T        2020 471.560
27         LU       _T        2021 485.573
28        LU0       _T        1995 216.997
29        LU0       _T        1996 222.600
30        LU0       _T        1997 229.850
31        LU0       _T        1998 239.929
32        LU0       _T        1999 250.879
33        LU0       _T        2000 263.951
34        LU0       _T        2001 279.093
35        LU0       _T        2002 286.814
36        LU0       _T        2003 292.537
37        LU0       _T        2004 299.305
38        LU0       _T        2005 307.523
39        LU0       _T        2006 319.273
40        LU0       _T        2007 333.255
41        LU0       _T        2008 349.058
42        LU0       _T        2009 352.518
43        LU0       _T        2010 359.016
44        LU0       _T        2011 369.628
45        LU0       _T        2012 378.659
46        LU0       _T        2013 385.538
47        LU0       _T        2014 395.120
48        LU0       _T        2015 405.239
49        LU0       _T        2016 417.520
50        LU0       _T        2017 432.185
51        LU0       _T        2018 447.719
52        LU0       _T        2019 463.477
53        LU0       _T        2020 471.560
54        LU0       _T        2021 485.573
55       LU00       _T        1995 216.997
56       LU00       _T        1996 222.600
57       LU00       _T        1997 229.850
58       LU00       _T        1998 239.929
59       LU00       _T        1999 250.879
60       LU00       _T        2000 263.951
61       LU00       _T        2001 279.093
62       LU00       _T        2002 286.814
63       LU00       _T        2003 292.537
64       LU00       _T        2004 299.305
65       LU00       _T        2005 307.523
66       LU00       _T        2006 319.273
67       LU00       _T        2007 333.255
68       LU00       _T        2008 349.058
69       LU00       _T        2009 352.518
70       LU00       _T        2010 359.016
71       LU00       _T        2011 369.628
72       LU00       _T        2012 378.659
73       LU00       _T        2013 385.538
74       LU00       _T        2014 395.120
75       LU00       _T        2015 405.239
76       LU00       _T        2016 417.520
77       LU00       _T        2017 432.185
78       LU00       _T        2018 447.719
79       LU00       _T        2019 463.477
80       LU00       _T        2020 471.560
81       LU00       _T        2021 485.573
82      LU000       _T        1995 216.997
83      LU000       _T        1996 222.600
84      LU000       _T        1997 229.850
85      LU000       _T        1998 239.929
86      LU000       _T        1999 250.879
87      LU000       _T        2000 263.951
88      LU000       _T        2001 279.093
89      LU000       _T        2002 286.814
90      LU000       _T        2003 292.537
91      LU000       _T        2004 299.305
92      LU000       _T        2005 307.523
93      LU000       _T        2006 319.273
94      LU000       _T        2007 333.255
95      LU000       _T        2008 349.058
96      LU000       _T        2009 352.518
97      LU000       _T        2010 359.016
98      LU000       _T        2011 369.628
99      LU000       _T        2012 378.659
100     LU000       _T        2013 385.538
101     LU000       _T        2014 395.120
102     LU000       _T        2015 405.239
103     LU000       _T        2016 417.520
104     LU000       _T        2017 432.185
105     LU000       _T        2018 447.719
106     LU000       _T        2019 463.477
107     LU000       _T        2020 471.560
108     LU000       _T        2021 485.573
109        LU        A        1995   5.697
110        LU        A        1996   5.444
111        LU        A        1997   5.385
112        LU        A        1998   5.217
113        LU        A        1999   5.139
114        LU        A        2000   4.894
115        LU        A        2001   4.635
116        LU        A        2002   4.509
117        LU        A        2003   4.433
118        LU        A        2004   4.096
119        LU        A        2005   4.050
120        LU        A        2006   4.065
121        LU        A        2007   4.041
122        LU        A        2008   4.012
123        LU        A        2009   3.925
124        LU        A        2010   3.926
125        LU        A        2011   3.914
126        LU        A        2012   3.900
127        LU        A        2013   3.757
128        LU        A        2014   3.732
129        LU        A        2015   3.724
130        LU        A        2016   3.726
131        LU        A        2017   3.702
132        LU        A        2018   3.681
133        LU        A        2019   3.650
134        LU        A        2020   3.651
135        LU        A        2021   3.670
136       LU0        A        1995   5.697
137       LU0        A        1996   5.444
138       LU0        A        1997   5.385
139       LU0        A        1998   5.217
140       LU0        A        1999   5.139
141       LU0        A        2000   4.894
142       LU0        A        2001   4.635
143       LU0        A        2002   4.509
144       LU0        A        2003   4.433
145       LU0        A        2004   4.096
146       LU0        A        2005   4.050
147       LU0        A        2006   4.065
148       LU0        A        2007   4.041
149       LU0        A        2008   4.012
150       LU0        A        2009   3.925
151       LU0        A        2010   3.926
152       LU0        A        2011   3.914
153       LU0        A        2012   3.900
154       LU0        A        2013   3.757
155       LU0        A        2014   3.732
156       LU0        A        2015   3.724
157       LU0        A        2016   3.726
158       LU0        A        2017   3.702
159       LU0        A        2018   3.681
160       LU0        A        2019   3.650
161       LU0        A        2020   3.651
162       LU0        A        2021   3.670
163      LU00        A        1995   5.697
164      LU00        A        1996   5.444
165      LU00        A        1997   5.385
166      LU00        A        1998   5.217
167      LU00        A        1999   5.139
168      LU00        A        2000   4.894
169      LU00        A        2001   4.635
170      LU00        A        2002   4.509
171      LU00        A        2003   4.433
172      LU00        A        2004   4.096
173      LU00        A        2005   4.050
174      LU00        A        2006   4.065
175      LU00        A        2007   4.041
176      LU00        A        2008   4.012
177      LU00        A        2009   3.925
178      LU00        A        2010   3.926
179      LU00        A        2011   3.914
180      LU00        A        2012   3.900
181      LU00        A        2013   3.757
182      LU00        A        2014   3.732
183      LU00        A        2015   3.724
184      LU00        A        2016   3.726
185      LU00        A        2017   3.702
186      LU00        A        2018   3.681
187      LU00        A        2019   3.650
188      LU00        A        2020   3.651
189      LU00        A        2021   3.670
190     LU000        A        1995   5.697
191     LU000        A        1996   5.444
192     LU000        A        1997   5.385
193     LU000        A        1998   5.217
194     LU000        A        1999   5.139
195     LU000        A        2000   4.894
196     LU000        A        2001   4.635
197     LU000        A        2002   4.509
198     LU000        A        2003   4.433
199     LU000        A        2004   4.096
200     LU000        A        2005   4.050
201     LU000        A        2006   4.065
202     LU000        A        2007   4.041
203     LU000        A        2008   4.012
204     LU000        A        2009   3.925
205     LU000        A        2010   3.926
206     LU000        A        2011   3.914
207     LU000        A        2012   3.900
208     LU000        A        2013   3.757
209     LU000        A        2014   3.732
210     LU000        A        2015   3.724
211     LU000        A        2016   3.726
212     LU000        A        2017   3.702
213     LU000        A        2018   3.681
214     LU000        A        2019   3.650
215     LU000        A        2020   3.651
216     LU000        A        2021   3.670
217        LU      BTE        1995  36.231
218        LU      BTE        1996  36.015
219        LU      BTE        1997  36.749
220        LU      BTE        1998  36.837
221        LU      BTE        1999  37.415
222        LU      BTE        2000  37.934
223        LU      BTE        2001  38.703
224        LU      BTE        2002  38.268
225        LU      BTE        2003  38.463
226        LU      BTE        2004  38.293
227        LU      BTE        2005  38.198
228        LU      BTE        2006  38.146
229        LU      BTE        2007  37.978
230        LU      BTE        2008  38.416
231        LU      BTE        2009  37.297
232        LU      BTE        2010  37.246
233        LU      BTE        2011  37.411
234        LU      BTE        2012  37.003
235        LU      BTE        2013  36.090
236        LU      BTE        2014  36.078
237        LU      BTE        2015  36.919
238        LU      BTE        2016  37.445
239        LU      BTE        2017  37.626
240        LU      BTE        2018  38.390
241        LU      BTE        2019  38.695
242        LU      BTE        2020  38.270
243        LU      BTE        2021  38.110
244       LU0      BTE        1995  36.231
245       LU0      BTE        1996  36.015
246       LU0      BTE        1997  36.749
247       LU0      BTE        1998  36.837
248       LU0      BTE        1999  37.415
249       LU0      BTE        2000  37.934
250       LU0      BTE        2001  38.703
251       LU0      BTE        2002  38.268
252       LU0      BTE        2003  38.463
253       LU0      BTE        2004  38.293
254       LU0      BTE        2005  38.198
255       LU0      BTE        2006  38.146
256       LU0      BTE        2007  37.978
257       LU0      BTE        2008  38.416
258       LU0      BTE        2009  37.297
259       LU0      BTE        2010  37.246
260       LU0      BTE        2011  37.411
261       LU0      BTE        2012  37.003
262       LU0      BTE        2013  36.090
263       LU0      BTE        2014  36.078
264       LU0      BTE        2015  36.919
265       LU0      BTE        2016  37.445
266       LU0      BTE        2017  37.626
267       LU0      BTE        2018  38.390
268       LU0      BTE        2019  38.695
269       LU0      BTE        2020  38.270
270       LU0      BTE        2021  38.110
271      LU00      BTE        1995  36.231
272      LU00      BTE        1996  36.015
273      LU00      BTE        1997  36.749
274      LU00      BTE        1998  36.837
275      LU00      BTE        1999  37.415
276      LU00      BTE        2000  37.934
277      LU00      BTE        2001  38.703
278      LU00      BTE        2002  38.268
279      LU00      BTE        2003  38.463
280      LU00      BTE        2004  38.293
281      LU00      BTE        2005  38.198
282      LU00      BTE        2006  38.146
283      LU00      BTE        2007  37.978
284      LU00      BTE        2008  38.416
285      LU00      BTE        2009  37.297
286      LU00      BTE        2010  37.246
287      LU00      BTE        2011  37.411
288      LU00      BTE        2012  37.003
289      LU00      BTE        2013  36.090
290      LU00      BTE        2014  36.078
291      LU00      BTE        2015  36.919
292      LU00      BTE        2016  37.445
293      LU00      BTE        2017  37.626
294      LU00      BTE        2018  38.390
295      LU00      BTE        2019  38.695
296      LU00      BTE        2020  38.270
297      LU00      BTE        2021  38.110
298     LU000      BTE        1995  36.231
299     LU000      BTE        1996  36.015
300     LU000      BTE        1997  36.749
301     LU000      BTE        1998  36.837
302     LU000      BTE        1999  37.415
303     LU000      BTE        2000  37.934
304     LU000      BTE        2001  38.703
305     LU000      BTE        2002  38.268
306     LU000      BTE        2003  38.463
307     LU000      BTE        2004  38.293
308     LU000      BTE        2005  38.198
309     LU000      BTE        2006  38.146
310     LU000      BTE        2007  37.978
311     LU000      BTE        2008  38.416
312     LU000      BTE        2009  37.297
313     LU000      BTE        2010  37.246
314     LU000      BTE        2011  37.411
315     LU000      BTE        2012  37.003
316     LU000      BTE        2013  36.090
317     LU000      BTE        2014  36.078
318     LU000      BTE        2015  36.919
319     LU000      BTE        2016  37.445
320     LU000      BTE        2017  37.626
321     LU000      BTE        2018  38.390
322     LU000      BTE        2019  38.695
323     LU000      BTE        2020  38.270
324     LU000      BTE        2021  38.110
325        LU        C        1995  32.799
326        LU        C        1996  32.585
327        LU        C        1997  33.183
328        LU        C        1998  33.245
329        LU        C        1999  33.768
330        LU        C        2000  34.132
331        LU        C        2001  34.791
332        LU        C        2002  34.307
333        LU        C        2003  34.470
334        LU        C        2004  34.285
335        LU        C        2005  34.114
336        LU        C        2006  33.994
337        LU        C        2007  33.744
338        LU        C        2008  34.103
339        LU        C        2009  32.873
340        LU        C        2010  32.786
341        LU        C        2011  33.143
342        LU        C        2012  32.640
343        LU        C        2013  31.932
344        LU        C        2014  31.804
345        LU        C        2015  32.583
346        LU        C        2016  32.987
347        LU        C        2017  33.056
348        LU        C        2018  33.655
349        LU        C        2019  33.773
350        LU        C        2020  33.196
351        LU        C        2021  32.788
352       LU0        C        1995  32.799
353       LU0        C        1996  32.585
354       LU0        C        1997  33.183
355       LU0        C        1998  33.245
356       LU0        C        1999  33.768
357       LU0        C        2000  34.132
358       LU0        C        2001  34.791
359       LU0        C        2002  34.307
360       LU0        C        2003  34.470
361       LU0        C        2004  34.285
362       LU0        C        2005  34.114
363       LU0        C        2006  33.994
364       LU0        C        2007  33.744
365       LU0        C        2008  34.103
366       LU0        C        2009  32.873
367       LU0        C        2010  32.786
368       LU0        C        2011  33.143
369       LU0        C        2012  32.640
370       LU0        C        2013  31.932
371       LU0        C        2014  31.804
372       LU0        C        2015  32.583
373       LU0        C        2016  32.987
374       LU0        C        2017  33.056
375       LU0        C        2018  33.655
376       LU0        C        2019  33.773
377       LU0        C        2020  33.196
378       LU0        C        2021  32.788
379      LU00        C        1995  32.799
380      LU00        C        1996  32.585
381      LU00        C        1997  33.183
382      LU00        C        1998  33.245
383      LU00        C        1999  33.768
384      LU00        C        2000  34.132
385      LU00        C        2001  34.791
386      LU00        C        2002  34.307
387      LU00        C        2003  34.470
388      LU00        C        2004  34.285
389      LU00        C        2005  34.114
390      LU00        C        2006  33.994
391      LU00        C        2007  33.744
392      LU00        C        2008  34.103
393      LU00        C        2009  32.873
394      LU00        C        2010  32.786
395      LU00        C        2011  33.143
396      LU00        C        2012  32.640
397      LU00        C        2013  31.932
398      LU00        C        2014  31.804
399      LU00        C        2015  32.583
400      LU00        C        2016  32.987
401      LU00        C        2017  33.056
402      LU00        C        2018  33.655
403      LU00        C        2019  33.773
404      LU00        C        2020  33.196
405      LU00        C        2021  32.788
406     LU000        C        1995  32.799
407     LU000        C        1996  32.585
408     LU000        C        1997  33.183
409     LU000        C        1998  33.245
410     LU000        C        1999  33.768
411     LU000        C        2000  34.132
412     LU000        C        2001  34.791
413     LU000        C        2002  34.307
414     LU000        C        2003  34.470
415     LU000        C        2004  34.285
416     LU000        C        2005  34.114
417     LU000        C        2006  33.994
418     LU000        C        2007  33.744
419     LU000        C        2008  34.103
420     LU000        C        2009  32.873
421     LU000        C        2010  32.786
422     LU000        C        2011  33.143
423     LU000        C        2012  32.640
424     LU000        C        2013  31.932
425     LU000        C        2014  31.804
426     LU000        C        2015  32.583
427     LU000        C        2016  32.987
428     LU000        C        2017  33.056
429     LU000        C        2018  33.655
430     LU000        C        2019  33.773
431     LU000        C        2020  33.196
432     LU000        C        2021  32.788
433        LU        F        1995  25.159
434        LU        F        1996  25.783
435        LU        F        1997  26.029
436        LU        F        1998  26.685
437        LU        F        1999  27.358
438        LU        F        2000  28.372
439        LU        F        2001  29.841
440        LU        F        2002  31.174
441        LU        F        2003  32.040
442        LU        F        2004  33.024
443        LU        F        2005  34.288
444        LU        F        2006  35.744
445        LU        F        2007  37.633
446        LU        F        2008  39.072
447        LU        F        2009  38.644
448        LU        F        2010  39.005
449        LU        F        2011  39.867
450        LU        F        2012  40.374
451        LU        F        2013  40.576
452        LU        F        2014  41.152
453        LU        F        2015  41.899
454        LU        F        2016  43.162
455        LU        F        2017  44.417
456        LU        F        2018  45.971
457        LU        F        2019  47.765
458        LU        F        2020  49.391
459        LU        F        2021  51.245
460       LU0        F        1995  25.159
461       LU0        F        1996  25.783
462       LU0        F        1997  26.029
463       LU0        F        1998  26.685
464       LU0        F        1999  27.358
465       LU0        F        2000  28.372
466       LU0        F        2001  29.841
467       LU0        F        2002  31.174
468       LU0        F        2003  32.040
469       LU0        F        2004  33.024
470       LU0        F        2005  34.288
471       LU0        F        2006  35.744
472       LU0        F        2007  37.633
473       LU0        F        2008  39.072
474       LU0        F        2009  38.644
475       LU0        F        2010  39.005
476       LU0        F        2011  39.867
477       LU0        F        2012  40.374
478       LU0        F        2013  40.576
479       LU0        F        2014  41.152
480       LU0        F        2015  41.899
481       LU0        F        2016  43.162
482       LU0        F        2017  44.417
483       LU0        F        2018  45.971
484       LU0        F        2019  47.765
485       LU0        F        2020  49.391
486       LU0        F        2021  51.245
487      LU00        F        1995  25.159
488      LU00        F        1996  25.783
489      LU00        F        1997  26.029
490      LU00        F        1998  26.685
491      LU00        F        1999  27.358
492      LU00        F        2000  28.372
493      LU00        F        2001  29.841
494      LU00        F        2002  31.174
495      LU00        F        2003  32.040
496      LU00        F        2004  33.024
497      LU00        F        2005  34.288
498      LU00        F        2006  35.744
499      LU00        F        2007  37.633
500      LU00        F        2008  39.072
501      LU00        F        2009  38.644
502      LU00        F        2010  39.005
503      LU00        F        2011  39.867
504      LU00        F        2012  40.374
505      LU00        F        2013  40.576
506      LU00        F        2014  41.152
507      LU00        F        2015  41.899
508      LU00        F        2016  43.162
509      LU00        F        2017  44.417
510      LU00        F        2018  45.971
511      LU00        F        2019  47.765
512      LU00        F        2020  49.391
513      LU00        F        2021  51.245
514     LU000        F        1995  25.159
515     LU000        F        1996  25.783
516     LU000        F        1997  26.029
517     LU000        F        1998  26.685
518     LU000        F        1999  27.358
519     LU000        F        2000  28.372
520     LU000        F        2001  29.841
521     LU000        F        2002  31.174
522     LU000        F        2003  32.040
523     LU000        F        2004  33.024
524     LU000        F        2005  34.288
525     LU000        F        2006  35.744
526     LU000        F        2007  37.633
527     LU000        F        2008  39.072
528     LU000        F        2009  38.644
529     LU000        F        2010  39.005
530     LU000        F        2011  39.867
531     LU000        F        2012  40.374
532     LU000        F        2013  40.576
533     LU000        F        2014  41.152
534     LU000        F        2015  41.899
535     LU000        F        2016  43.162
536     LU000        F        2017  44.417
537     LU000        F        2018  45.971
538     LU000        F        2019  47.765
539     LU000        F        2020  49.391
540     LU000        F        2021  51.245
541        LU      GTJ        1995  63.111
542        LU      GTJ        1996  64.756
543        LU      GTJ        1997  66.863
544        LU      GTJ        1998  69.486
545        LU      GTJ        1999  72.979
546        LU      GTJ        2000  76.113
547        LU      GTJ        2001  80.208
548        LU      GTJ        2002  82.362
549        LU      GTJ        2003  83.471
550        LU      GTJ        2004  84.922
551        LU      GTJ        2005  86.860
552        LU      GTJ        2006  89.299
553        LU      GTJ        2007  93.182
554        LU      GTJ        2008  96.976
555        LU      GTJ        2009  97.802
556        LU      GTJ        2010  99.154
557        LU      GTJ        2011 102.605
558        LU      GTJ        2012 104.862
559        LU      GTJ        2013 106.392
560        LU      GTJ        2014 108.639
561        LU      GTJ        2015 110.070
562        LU      GTJ        2016 112.734
563        LU      GTJ        2017 115.727
564        LU      GTJ        2018 119.392
565        LU      GTJ        2019 124.013
566        LU      GTJ        2020 124.513
567        LU      GTJ        2021 125.740
568       LU0      GTJ        1995  63.111
569       LU0      GTJ        1996  64.756
570       LU0      GTJ        1997  66.863
571       LU0      GTJ        1998  69.486
572       LU0      GTJ        1999  72.979
573       LU0      GTJ        2000  76.113
574       LU0      GTJ        2001  80.208
575       LU0      GTJ        2002  82.362
576       LU0      GTJ        2003  83.471
577       LU0      GTJ        2004  84.922
578       LU0      GTJ        2005  86.860
579       LU0      GTJ        2006  89.299
580       LU0      GTJ        2007  93.182
581       LU0      GTJ        2008  96.976
582       LU0      GTJ        2009  97.802
583       LU0      GTJ        2010  99.154
584       LU0      GTJ        2011 102.605
585       LU0      GTJ        2012 104.862
586       LU0      GTJ        2013 106.392
587       LU0      GTJ        2014 108.639
588       LU0      GTJ        2015 110.070
589       LU0      GTJ        2016 112.734
590       LU0      GTJ        2017 115.727
591       LU0      GTJ        2018 119.392
592       LU0      GTJ        2019 124.013
593       LU0      GTJ        2020 124.513
594       LU0      GTJ        2021 125.740
595      LU00      GTJ        1995  63.111
596      LU00      GTJ        1996  64.756
597      LU00      GTJ        1997  66.863
598      LU00      GTJ        1998  69.486
599      LU00      GTJ        1999  72.979
600      LU00      GTJ        2000  76.113
601      LU00      GTJ        2001  80.208
602      LU00      GTJ        2002  82.362
603      LU00      GTJ        2003  83.471
604      LU00      GTJ        2004  84.922
605      LU00      GTJ        2005  86.860
606      LU00      GTJ        2006  89.299
607      LU00      GTJ        2007  93.182
608      LU00      GTJ        2008  96.976
609      LU00      GTJ        2009  97.802
610      LU00      GTJ        2010  99.154
611      LU00      GTJ        2011 102.605
612      LU00      GTJ        2012 104.862
613      LU00      GTJ        2013 106.392
614      LU00      GTJ        2014 108.639
615      LU00      GTJ        2015 110.070
616      LU00      GTJ        2016 112.734
617      LU00      GTJ        2017 115.727
618      LU00      GTJ        2018 119.392
619      LU00      GTJ        2019 124.013
620      LU00      GTJ        2020 124.513
621      LU00      GTJ        2021 125.740
622     LU000      GTJ        1995  63.111
623     LU000      GTJ        1996  64.756
624     LU000      GTJ        1997  66.863
625     LU000      GTJ        1998  69.486
626     LU000      GTJ        1999  72.979
627     LU000      GTJ        2000  76.113
628     LU000      GTJ        2001  80.208
629     LU000      GTJ        2002  82.362
630     LU000      GTJ        2003  83.471
631     LU000      GTJ        2004  84.922
632     LU000      GTJ        2005  86.860
633     LU000      GTJ        2006  89.299
634     LU000      GTJ        2007  93.182
635     LU000      GTJ        2008  96.976
636     LU000      GTJ        2009  97.802
637     LU000      GTJ        2010  99.154
638     LU000      GTJ        2011 102.605
639     LU000      GTJ        2012 104.862
640     LU000      GTJ        2013 106.392
641     LU000      GTJ        2014 108.639
642     LU000      GTJ        2015 110.070
643     LU000      GTJ        2016 112.734
644     LU000      GTJ        2017 115.727
645     LU000      GTJ        2018 119.392
646     LU000      GTJ        2019 124.013
647     LU000      GTJ        2020 124.513
648     LU000      GTJ        2021 125.740
649        LU      GTI        1995  57.641
650        LU      GTI        1996  58.705
651        LU      GTI        1997  60.476
652        LU      GTI        1998  62.370
653        LU      GTI        1999  65.069
654        LU      GTI        2000  67.239
655        LU      GTI        2001  70.364
656        LU      GTI        2002  72.430
657        LU      GTI        2003  73.668
658        LU      GTI        2004  74.948
659        LU      GTI        2005  76.289
660        LU      GTI        2006  77.829
661        LU      GTI        2007  80.382
662        LU      GTI        2008  83.322
663        LU      GTI        2009  83.774
664        LU      GTI        2010  84.936
665        LU      GTI        2011  87.571
666        LU      GTI        2012  89.521
667        LU      GTI        2013  90.630
668        LU      GTI        2014  92.319
669        LU      GTI        2015  93.265
670        LU      GTI        2016  95.062
671        LU      GTI        2017  97.118
672        LU      GTI        2018 100.025
673        LU      GTI        2019 103.927
674        LU      GTI        2020 104.160
675        LU      GTI        2021 104.757
676       LU0      GTI        1995  57.641
677       LU0      GTI        1996  58.705
678       LU0      GTI        1997  60.476
679       LU0      GTI        1998  62.370
680       LU0      GTI        1999  65.069
681       LU0      GTI        2000  67.239
682       LU0      GTI        2001  70.364
683       LU0      GTI        2002  72.430
684       LU0      GTI        2003  73.668
685       LU0      GTI        2004  74.948
686       LU0      GTI        2005  76.289
687       LU0      GTI        2006  77.829
688       LU0      GTI        2007  80.382
689       LU0      GTI        2008  83.322
690       LU0      GTI        2009  83.774
691       LU0      GTI        2010  84.936
692       LU0      GTI        2011  87.571
693       LU0      GTI        2012  89.521
694       LU0      GTI        2013  90.630
695       LU0      GTI        2014  92.319
696       LU0      GTI        2015  93.265
697       LU0      GTI        2016  95.062
698       LU0      GTI        2017  97.118
699       LU0      GTI        2018 100.025
700       LU0      GTI        2019 103.927
701       LU0      GTI        2020 104.160
702       LU0      GTI        2021 104.757
703      LU00      GTI        1995  57.641
704      LU00      GTI        1996  58.705
705      LU00      GTI        1997  60.476
706      LU00      GTI        1998  62.370
707      LU00      GTI        1999  65.069
708      LU00      GTI        2000  67.239
709      LU00      GTI        2001  70.364
710      LU00      GTI        2002  72.430
711      LU00      GTI        2003  73.668
712      LU00      GTI        2004  74.948
713      LU00      GTI        2005  76.289
714      LU00      GTI        2006  77.829
715      LU00      GTI        2007  80.382
716      LU00      GTI        2008  83.322
717      LU00      GTI        2009  83.774
718      LU00      GTI        2010  84.936
719      LU00      GTI        2011  87.571
720      LU00      GTI        2012  89.521
721      LU00      GTI        2013  90.630
722      LU00      GTI        2014  92.319
723      LU00      GTI        2015  93.265
724      LU00      GTI        2016  95.062
725      LU00      GTI        2017  97.118
726      LU00      GTI        2018 100.025
727      LU00      GTI        2019 103.927
728      LU00      GTI        2020 104.160
729      LU00      GTI        2021 104.757
730     LU000      GTI        1995  57.641
731     LU000      GTI        1996  58.705
732     LU000      GTI        1997  60.476
733     LU000      GTI        1998  62.370
734     LU000      GTI        1999  65.069
735     LU000      GTI        2000  67.239
736     LU000      GTI        2001  70.364
737     LU000      GTI        2002  72.430
738     LU000      GTI        2003  73.668
739     LU000      GTI        2004  74.948
740     LU000      GTI        2005  76.289
741     LU000      GTI        2006  77.829
742     LU000      GTI        2007  80.382
743     LU000      GTI        2008  83.322
744     LU000      GTI        2009  83.774
745     LU000      GTI        2010  84.936
746     LU000      GTI        2011  87.571
747     LU000      GTI        2012  89.521
748     LU000      GTI        2013  90.630
749     LU000      GTI        2014  92.319
750     LU000      GTI        2015  93.265
751     LU000      GTI        2016  95.062
752     LU000      GTI        2017  97.118
753     LU000      GTI        2018 100.025
754     LU000      GTI        2019 103.927
755     LU000      GTI        2020 104.160
756     LU000      GTI        2021 104.757
757        LU        J        1995   5.470
758        LU        J        1996   6.051
759        LU        J        1997   6.388
760        LU        J        1998   7.116
761        LU        J        1999   7.911
762        LU        J        2000   8.874
763        LU        J        2001   9.844
764        LU        J        2002   9.932
765        LU        J        2003   9.803
766        LU        J        2004   9.974
767        LU        J        2005  10.571
768        LU        J        2006  11.471
769        LU        J        2007  12.799
770        LU        J        2008  13.654
771        LU        J        2009  14.029
772        LU        J        2010  14.217
773        LU        J        2011  15.034
774        LU        J        2012  15.341
775        LU        J        2013  15.762
776        LU        J        2014  16.320
777        LU        J        2015  16.805
778        LU        J        2016  17.672
779        LU        J        2017  18.609
780        LU        J        2018  19.367
781        LU        J        2019  20.086
782        LU        J        2020  20.353
783        LU        J        2021  20.983
784       LU0        J        1995   5.470
785       LU0        J        1996   6.051
786       LU0        J        1997   6.388
787       LU0        J        1998   7.116
788       LU0        J        1999   7.911
789       LU0        J        2000   8.874
790       LU0        J        2001   9.844
791       LU0        J        2002   9.932
792       LU0        J        2003   9.803
793       LU0        J        2004   9.974
794       LU0        J        2005  10.571
795       LU0        J        2006  11.471
796       LU0        J        2007  12.799
797       LU0        J        2008  13.654
798       LU0        J        2009  14.029
799       LU0        J        2010  14.217
800       LU0        J        2011  15.034
801       LU0        J        2012  15.341
802       LU0        J        2013  15.762
803       LU0        J        2014  16.320
804       LU0        J        2015  16.805
805       LU0        J        2016  17.672
806       LU0        J        2017  18.609
807       LU0        J        2018  19.367
808       LU0        J        2019  20.086
809       LU0        J        2020  20.353
810       LU0        J        2021  20.983
811      LU00        J        1995   5.470
812      LU00        J        1996   6.051
813      LU00        J        1997   6.388
814      LU00        J        1998   7.116
815      LU00        J        1999   7.911
816      LU00        J        2000   8.874
817      LU00        J        2001   9.844
818      LU00        J        2002   9.932
819      LU00        J        2003   9.803
820      LU00        J        2004   9.974
821      LU00        J        2005  10.571
822      LU00        J        2006  11.471
823      LU00        J        2007  12.799
824      LU00        J        2008  13.654
825      LU00        J        2009  14.029
826      LU00        J        2010  14.217
827      LU00        J        2011  15.034
828      LU00        J        2012  15.341
829      LU00        J        2013  15.762
830      LU00        J        2014  16.320
831      LU00        J        2015  16.805
832      LU00        J        2016  17.672
833      LU00        J        2017  18.609
834      LU00        J        2018  19.367
835      LU00        J        2019  20.086
836      LU00        J        2020  20.353
837      LU00        J        2021  20.983
838     LU000        J        1995   5.470
839     LU000        J        1996   6.051
840     LU000        J        1997   6.388
841     LU000        J        1998   7.116
842     LU000        J        1999   7.911
843     LU000        J        2000   8.874
844     LU000        J        2001   9.844
845     LU000        J        2002   9.932
846     LU000        J        2003   9.803
847     LU000        J        2004   9.974
848     LU000        J        2005  10.571
849     LU000        J        2006  11.471
850     LU000        J        2007  12.799
851     LU000        J        2008  13.654
852     LU000        J        2009  14.029
853     LU000        J        2010  14.217
854     LU000        J        2011  15.034
855     LU000        J        2012  15.341
856     LU000        J        2013  15.762
857     LU000        J        2014  16.320
858     LU000        J        2015  16.805
859     LU000        J        2016  17.672
860     LU000        J        2017  18.609
861     LU000        J        2018  19.367
862     LU000        J        2019  20.086
863     LU000        J        2020  20.353
864     LU000        J        2021  20.983
865        LU      KTN        1995  41.505
866        LU      KTN        1996  43.327
867        LU      KTN        1997  45.691
868        LU      KTN        1998  49.855
869        LU      KTN        1999  55.599
870        LU      KTN        2000  61.538
871        LU      KTN        2001  67.812
872        LU      KTN        2002  69.594
873        LU      KTN        2003  70.046
874        LU      KTN        2004  71.983
875        LU      KTN        2005  74.901
876        LU      KTN        2006  80.130
877        LU      KTN        2007  86.568
878        LU      KTN        2008  93.913
879        LU      KTN        2009  94.416
880        LU      KTN        2010  96.113
881        LU      KTN        2011  98.431
882        LU      KTN        2012 101.216
883        LU      KTN        2013 103.733
884        LU      KTN        2014 107.545
885        LU      KTN        2015 111.864
886        LU      KTN        2016 117.694
887        LU      KTN        2017 123.848
888        LU      KTN        2018 129.965
889        LU      KTN        2019 135.302
890        LU      KTN        2020 136.996
891        LU      KTN        2021 142.599
892       LU0      KTN        1995  41.505
893       LU0      KTN        1996  43.327
894       LU0      KTN        1997  45.691
895       LU0      KTN        1998  49.855
896       LU0      KTN        1999  55.599
897       LU0      KTN        2000  61.538
898       LU0      KTN        2001  67.812
899       LU0      KTN        2002  69.594
900       LU0      KTN        2003  70.046
901       LU0      KTN        2004  71.983
902       LU0      KTN        2005  74.901
903       LU0      KTN        2006  80.130
904       LU0      KTN        2007  86.568
905       LU0      KTN        2008  93.913
906       LU0      KTN        2009  94.416
907       LU0      KTN        2010  96.113
908       LU0      KTN        2011  98.431
909       LU0      KTN        2012 101.216
910       LU0      KTN        2013 103.733
911       LU0      KTN        2014 107.545
912       LU0      KTN        2015 111.864
913       LU0      KTN        2016 117.694
914       LU0      KTN        2017 123.848
915       LU0      KTN        2018 129.965
916       LU0      KTN        2019 135.302
917       LU0      KTN        2020 136.996
918       LU0      KTN        2021 142.599
919      LU00      KTN        1995  41.505
920      LU00      KTN        1996  43.327
921      LU00      KTN        1997  45.691
922      LU00      KTN        1998  49.855
923      LU00      KTN        1999  55.599
924      LU00      KTN        2000  61.538
925      LU00      KTN        2001  67.812
926      LU00      KTN        2002  69.594
927      LU00      KTN        2003  70.046
928      LU00      KTN        2004  71.983
929      LU00      KTN        2005  74.901
930      LU00      KTN        2006  80.130
931      LU00      KTN        2007  86.568
932      LU00      KTN        2008  93.913
933      LU00      KTN        2009  94.416
934      LU00      KTN        2010  96.113
935      LU00      KTN        2011  98.431
936      LU00      KTN        2012 101.216
937      LU00      KTN        2013 103.733
938      LU00      KTN        2014 107.545
939      LU00      KTN        2015 111.864
940      LU00      KTN        2016 117.694
941      LU00      KTN        2017 123.848
942      LU00      KTN        2018 129.965
943      LU00      KTN        2019 135.302
944      LU00      KTN        2020 136.996
945      LU00      KTN        2021 142.599
946     LU000      KTN        1995  41.505
947     LU000      KTN        1996  43.327
948     LU000      KTN        1997  45.691
949     LU000      KTN        1998  49.855
950     LU000      KTN        1999  55.599
951     LU000      KTN        2000  61.538
952     LU000      KTN        2001  67.812
953     LU000      KTN        2002  69.594
954     LU000      KTN        2003  70.046
955     LU000      KTN        2004  71.983
956     LU000      KTN        2005  74.901
957     LU000      KTN        2006  80.130
958     LU000      KTN        2007  86.568
959     LU000      KTN        2008  93.913
960     LU000      KTN        2009  94.416
961     LU000      KTN        2010  96.113
962     LU000      KTN        2011  98.431
963     LU000      KTN        2012 101.216
964     LU000      KTN        2013 103.733
965     LU000      KTN        2014 107.545
966     LU000      KTN        2015 111.864
967     LU000      KTN        2016 117.694
968     LU000      KTN        2017 123.848
969     LU000      KTN        2018 129.965
970     LU000      KTN        2019 135.302
971     LU000      KTN        2020 136.996
972     LU000      KTN        2021 142.599
973        LU        K        1995  22.493
974        LU        K        1996  23.011
975        LU        K        1997  23.952
976        LU        K        1998  25.462
977        LU        K        1999  27.480
978        LU        K        2000  30.077
979        LU        K        2001  33.217
980        LU        K        2002  33.492
981        LU        K        2003  33.174
982        LU        K        2004  33.496
983        LU        K        2005  34.231
984        LU        K        2006  35.956
985        LU        K        2007  38.492
986        LU        K        2008  41.205
987        LU        K        2009  41.157
988        LU        K        2010  40.806
989        LU        K        2011  41.346
990        LU        K        2012  41.970
991        LU        K        2013  42.328
992        LU        K        2014  43.095
993        LU        K        2015  43.933
994        LU        K        2016  44.962
995        LU        K        2017  46.160
996        LU        K        2018  47.540
997        LU        K        2019  49.200
998        LU        K        2020  49.850
999        LU        K        2021  51.209
1000      LU0        K        1995  22.493
1001      LU0        K        1996  23.011
1002      LU0        K        1997  23.952
1003      LU0        K        1998  25.462
1004      LU0        K        1999  27.480
1005      LU0        K        2000  30.077
1006      LU0        K        2001  33.217
1007      LU0        K        2002  33.492
1008      LU0        K        2003  33.174
1009      LU0        K        2004  33.496
1010      LU0        K        2005  34.231
1011      LU0        K        2006  35.956
1012      LU0        K        2007  38.492
1013      LU0        K        2008  41.205
1014      LU0        K        2009  41.157
1015      LU0        K        2010  40.806
1016      LU0        K        2011  41.346
1017      LU0        K        2012  41.970
1018      LU0        K        2013  42.328
1019      LU0        K        2014  43.095
1020      LU0        K        2015  43.933
1021      LU0        K        2016  44.962
1022      LU0        K        2017  46.160
1023      LU0        K        2018  47.540
1024      LU0        K        2019  49.200
1025      LU0        K        2020  49.850
1026      LU0        K        2021  51.209
1027     LU00        K        1995  22.493
1028     LU00        K        1996  23.011
1029     LU00        K        1997  23.952
1030     LU00        K        1998  25.462
1031     LU00        K        1999  27.480
1032     LU00        K        2000  30.077
1033     LU00        K        2001  33.217
1034     LU00        K        2002  33.492
1035     LU00        K        2003  33.174
1036     LU00        K        2004  33.496
1037     LU00        K        2005  34.231
1038     LU00        K        2006  35.956
1039     LU00        K        2007  38.492
1040     LU00        K        2008  41.205
1041     LU00        K        2009  41.157
1042     LU00        K        2010  40.806
1043     LU00        K        2011  41.346
1044     LU00        K        2012  41.970
1045     LU00        K        2013  42.328
1046     LU00        K        2014  43.095
1047     LU00        K        2015  43.933
1048     LU00        K        2016  44.962
1049     LU00        K        2017  46.160
1050     LU00        K        2018  47.540
1051     LU00        K        2019  49.200
1052     LU00        K        2020  49.850
1053     LU00        K        2021  51.209
1054    LU000        K        1995  22.493
1055    LU000        K        1996  23.011
1056    LU000        K        1997  23.952
1057    LU000        K        1998  25.462
1058    LU000        K        1999  27.480
1059    LU000        K        2000  30.077
1060    LU000        K        2001  33.217
1061    LU000        K        2002  33.492
1062    LU000        K        2003  33.174
1063    LU000        K        2004  33.496
1064    LU000        K        2005  34.231
1065    LU000        K        2006  35.956
1066    LU000        K        2007  38.492
1067    LU000        K        2008  41.205
1068    LU000        K        2009  41.157
1069    LU000        K        2010  40.806
1070    LU000        K        2011  41.346
1071    LU000        K        2012  41.970
1072    LU000        K        2013  42.328
1073    LU000        K        2014  43.095
1074    LU000        K        2015  43.933
1075    LU000        K        2016  44.962
1076    LU000        K        2017  46.160
1077    LU000        K        2018  47.540
1078    LU000        K        2019  49.200
1079    LU000        K        2020  49.850
1080    LU000        K        2021  51.209
1081       LU        L        1995   0.708
1082       LU        L        1996   1.069
1083       LU        L        1997   1.187
1084       LU        L        1998   1.282
1085       LU        L        1999   1.335
1086       LU        L        2000   1.444
1087       LU        L        2001   1.674
1088       LU        L        2002   1.659
1089       LU        L        2003   1.741
1090       LU        L        2004   1.796
1091       LU        L        2005   2.292
1092       LU        L        2006   2.480
1093       LU        L        2007   2.695
1094       LU        L        2008   2.837
1095       LU        L        2009   2.991
1096       LU        L        2010   3.026
1097       LU        L        2011   3.132
1098       LU        L        2012   3.319
1099       LU        L        2013   3.568
1100       LU        L        2014   3.782
1101       LU        L        2015   3.987
1102       LU        L        2016   4.188
1103       LU        L        2017   4.385
1104       LU        L        2018   4.778
1105       LU        L        2019   5.156
1106       LU        L        2020   5.304
1107       LU        L        2021   5.349
1108      LU0        L        1995   0.708
1109      LU0        L        1996   1.069
1110      LU0        L        1997   1.187
1111      LU0        L        1998   1.282
1112      LU0        L        1999   1.335
1113      LU0        L        2000   1.444
1114      LU0        L        2001   1.674
1115      LU0        L        2002   1.659
1116      LU0        L        2003   1.741
1117      LU0        L        2004   1.796
1118      LU0        L        2005   2.292
1119      LU0        L        2006   2.480
1120      LU0        L        2007   2.695
1121      LU0        L        2008   2.837
1122      LU0        L        2009   2.991
1123      LU0        L        2010   3.026
1124      LU0        L        2011   3.132
1125      LU0        L        2012   3.319
1126      LU0        L        2013   3.568
1127      LU0        L        2014   3.782
1128      LU0        L        2015   3.987
1129      LU0        L        2016   4.188
1130      LU0        L        2017   4.385
1131      LU0        L        2018   4.778
1132      LU0        L        2019   5.156
1133      LU0        L        2020   5.304
1134      LU0        L        2021   5.349
1135     LU00        L        1995   0.708
1136     LU00        L        1996   1.069
1137     LU00        L        1997   1.187
1138     LU00        L        1998   1.282
1139     LU00        L        1999   1.335
1140     LU00        L        2000   1.444
1141     LU00        L        2001   1.674
1142     LU00        L        2002   1.659
1143     LU00        L        2003   1.741
1144     LU00        L        2004   1.796
1145     LU00        L        2005   2.292
1146     LU00        L        2006   2.480
1147     LU00        L        2007   2.695
1148     LU00        L        2008   2.837
1149     LU00        L        2009   2.991
1150     LU00        L        2010   3.026
1151     LU00        L        2011   3.132
1152     LU00        L        2012   3.319
1153     LU00        L        2013   3.568
1154     LU00        L        2014   3.782
1155     LU00        L        2015   3.987
1156     LU00        L        2016   4.188
1157     LU00        L        2017   4.385
1158     LU00        L        2018   4.778
1159     LU00        L        2019   5.156
1160     LU00        L        2020   5.304
1161     LU00        L        2021   5.349
1162    LU000        L        1995   0.708
1163    LU000        L        1996   1.069
1164    LU000        L        1997   1.187
1165    LU000        L        1998   1.282
1166    LU000        L        1999   1.335
1167    LU000        L        2000   1.444
1168    LU000        L        2001   1.674
1169    LU000        L        2002   1.659
1170    LU000        L        2003   1.741
1171    LU000        L        2004   1.796
1172    LU000        L        2005   2.292
1173    LU000        L        2006   2.480
1174    LU000        L        2007   2.695
1175    LU000        L        2008   2.837
1176    LU000        L        2009   2.991
1177    LU000        L        2010   3.026
1178    LU000        L        2011   3.132
1179    LU000        L        2012   3.319
1180    LU000        L        2013   3.568
1181    LU000        L        2014   3.782
1182    LU000        L        2015   3.987
1183    LU000        L        2016   4.188
1184    LU000        L        2017   4.385
1185    LU000        L        2018   4.778
1186    LU000        L        2019   5.156
1187    LU000        L        2020   5.304
1188    LU000        L        2021   5.349
1189       LU      M_N        1995  18.304
1190       LU      M_N        1996  19.247
1191       LU      M_N        1997  20.552
1192       LU      M_N        1998  23.111
1193       LU      M_N        1999  26.785
1194       LU      M_N        2000  30.017
1195       LU      M_N        2001  32.921
1196       LU      M_N        2002  34.443
1197       LU      M_N        2003  35.131
1198       LU      M_N        2004  36.691
1199       LU      M_N        2005  38.378
1200       LU      M_N        2006  41.694
1201       LU      M_N        2007  45.381
1202       LU      M_N        2008  49.871
1203       LU      M_N        2009  50.269
1204       LU      M_N        2010  52.281
1205       LU      M_N        2011  53.953
1206       LU      M_N        2012  55.927
1207       LU      M_N        2013  57.837
1208       LU      M_N        2014  60.668
1209       LU      M_N        2015  63.943
1210       LU      M_N        2016  68.544
1211       LU      M_N        2017  73.303
1212       LU      M_N        2018  77.647
1213       LU      M_N        2019  80.946
1214       LU      M_N        2020  81.842
1215       LU      M_N        2021  86.041
1216      LU0      M_N        1995  18.304
1217      LU0      M_N        1996  19.247
1218      LU0      M_N        1997  20.552
1219      LU0      M_N        1998  23.111
1220      LU0      M_N        1999  26.785
1221      LU0      M_N        2000  30.017
1222      LU0      M_N        2001  32.921
1223      LU0      M_N        2002  34.443
1224      LU0      M_N        2003  35.131
1225      LU0      M_N        2004  36.691
1226      LU0      M_N        2005  38.378
1227      LU0      M_N        2006  41.694
1228      LU0      M_N        2007  45.381
1229      LU0      M_N        2008  49.871
1230      LU0      M_N        2009  50.269
1231      LU0      M_N        2010  52.281
1232      LU0      M_N        2011  53.953
1233      LU0      M_N        2012  55.927
1234      LU0      M_N        2013  57.837
1235      LU0      M_N        2014  60.668
1236      LU0      M_N        2015  63.943
1237      LU0      M_N        2016  68.544
1238      LU0      M_N        2017  73.303
1239      LU0      M_N        2018  77.647
1240      LU0      M_N        2019  80.946
1241      LU0      M_N        2020  81.842
1242      LU0      M_N        2021  86.041
1243     LU00      M_N        1995  18.304
1244     LU00      M_N        1996  19.247
1245     LU00      M_N        1997  20.552
1246     LU00      M_N        1998  23.111
1247     LU00      M_N        1999  26.785
1248     LU00      M_N        2000  30.017
1249     LU00      M_N        2001  32.921
1250     LU00      M_N        2002  34.443
1251     LU00      M_N        2003  35.131
1252     LU00      M_N        2004  36.691
1253     LU00      M_N        2005  38.378
1254     LU00      M_N        2006  41.694
1255     LU00      M_N        2007  45.381
1256     LU00      M_N        2008  49.871
1257     LU00      M_N        2009  50.269
1258     LU00      M_N        2010  52.281
1259     LU00      M_N        2011  53.953
1260     LU00      M_N        2012  55.927
1261     LU00      M_N        2013  57.837
1262     LU00      M_N        2014  60.668
1263     LU00      M_N        2015  63.943
1264     LU00      M_N        2016  68.544
1265     LU00      M_N        2017  73.303
1266     LU00      M_N        2018  77.647
1267     LU00      M_N        2019  80.946
1268     LU00      M_N        2020  81.842
1269     LU00      M_N        2021  86.041
1270    LU000      M_N        1995  18.304
1271    LU000      M_N        1996  19.247
1272    LU000      M_N        1997  20.552
1273    LU000      M_N        1998  23.111
1274    LU000      M_N        1999  26.785
1275    LU000      M_N        2000  30.017
1276    LU000      M_N        2001  32.921
1277    LU000      M_N        2002  34.443
1278    LU000      M_N        2003  35.131
1279    LU000      M_N        2004  36.691
1280    LU000      M_N        2005  38.378
1281    LU000      M_N        2006  41.694
1282    LU000      M_N        2007  45.381
1283    LU000      M_N        2008  49.871
1284    LU000      M_N        2009  50.269
1285    LU000      M_N        2010  52.281
1286    LU000      M_N        2011  53.953
1287    LU000      M_N        2012  55.927
1288    LU000      M_N        2013  57.837
1289    LU000      M_N        2014  60.668
1290    LU000      M_N        2015  63.943
1291    LU000      M_N        2016  68.544
1292    LU000      M_N        2017  73.303
1293    LU000      M_N        2018  77.647
1294    LU000      M_N        2019  80.946
1295    LU000      M_N        2020  81.842
1296    LU000      M_N        2021  86.041
1297       LU      OTU        1995  45.295
1298       LU      OTU        1996  47.274
1299       LU      OTU        1997  49.132
1300       LU      OTU        1998  51.850
1301       LU      OTU        1999  52.389
1302       LU      OTU        2000  55.099
1303       LU      OTU        2001  57.895
1304       LU      OTU        2002  60.907
1305       LU      OTU        2003  64.083
1306       LU      OTU        2004  66.987
1307       LU      OTU        2005  69.226
1308       LU      OTU        2006  71.890
1309       LU      OTU        2007  73.853
1310       LU      OTU        2008  76.669
1311       LU      OTU        2009  80.433
1312       LU      OTU        2010  83.572
1313       LU      OTU        2011  87.400
1314       LU      OTU        2012  91.304
1315       LU      OTU        2013  94.990
1316       LU      OTU        2014  97.974
1317       LU      OTU        2015 100.764
1318       LU      OTU        2016 102.758
1319       LU      OTU        2017 106.865
1320       LU      OTU        2018 110.320
1321       LU      OTU        2019 114.052
1322       LU      OTU        2020 118.739
1323       LU      OTU        2021 124.209
1324      LU0      OTU        1995  45.295
1325      LU0      OTU        1996  47.274
1326      LU0      OTU        1997  49.132
1327      LU0      OTU        1998  51.850
1328      LU0      OTU        1999  52.389
1329      LU0      OTU        2000  55.099
1330      LU0      OTU        2001  57.895
1331      LU0      OTU        2002  60.907
1332      LU0      OTU        2003  64.083
1333      LU0      OTU        2004  66.987
1334      LU0      OTU        2005  69.226
1335      LU0      OTU        2006  71.890
1336      LU0      OTU        2007  73.853
1337      LU0      OTU        2008  76.669
1338      LU0      OTU        2009  80.433
1339      LU0      OTU        2010  83.572
1340      LU0      OTU        2011  87.400
1341      LU0      OTU        2012  91.304
1342      LU0      OTU        2013  94.990
1343      LU0      OTU        2014  97.974
1344      LU0      OTU        2015 100.764
1345      LU0      OTU        2016 102.758
1346      LU0      OTU        2017 106.865
1347      LU0      OTU        2018 110.320
1348      LU0      OTU        2019 114.052
1349      LU0      OTU        2020 118.739
1350      LU0      OTU        2021 124.209
1351     LU00      OTU        1995  45.295
1352     LU00      OTU        1996  47.274
1353     LU00      OTU        1997  49.132
1354     LU00      OTU        1998  51.850
1355     LU00      OTU        1999  52.389
1356     LU00      OTU        2000  55.099
1357     LU00      OTU        2001  57.895
1358     LU00      OTU        2002  60.907
1359     LU00      OTU        2003  64.083
1360     LU00      OTU        2004  66.987
1361     LU00      OTU        2005  69.226
1362     LU00      OTU        2006  71.890
1363     LU00      OTU        2007  73.853
1364     LU00      OTU        2008  76.669
1365     LU00      OTU        2009  80.433
1366     LU00      OTU        2010  83.572
1367     LU00      OTU        2011  87.400
1368     LU00      OTU        2012  91.304
1369     LU00      OTU        2013  94.990
1370     LU00      OTU        2014  97.974
1371     LU00      OTU        2015 100.764
1372     LU00      OTU        2016 102.758
1373     LU00      OTU        2017 106.865
1374     LU00      OTU        2018 110.320
1375     LU00      OTU        2019 114.052
1376     LU00      OTU        2020 118.739
1377     LU00      OTU        2021 124.209
1378    LU000      OTU        1995  45.295
1379    LU000      OTU        1996  47.274
1380    LU000      OTU        1997  49.132
1381    LU000      OTU        1998  51.850
1382    LU000      OTU        1999  52.389
1383    LU000      OTU        2000  55.099
1384    LU000      OTU        2001  57.895
1385    LU000      OTU        2002  60.907
1386    LU000      OTU        2003  64.083
1387    LU000      OTU        2004  66.987
1388    LU000      OTU        2005  69.226
1389    LU000      OTU        2006  71.890
1390    LU000      OTU        2007  73.853
1391    LU000      OTU        2008  76.669
1392    LU000      OTU        2009  80.433
1393    LU000      OTU        2010  83.572
1394    LU000      OTU        2011  87.400
1395    LU000      OTU        2012  91.304
1396    LU000      OTU        2013  94.990
1397    LU000      OTU        2014  97.974
1398    LU000      OTU        2015 100.764
1399    LU000      OTU        2016 102.758
1400    LU000      OTU        2017 106.865
1401    LU000      OTU        2018 110.320
1402    LU000      OTU        2019 114.052
1403    LU000      OTU        2020 118.739
1404    LU000      OTU        2021 124.209
1405       LU      OTQ        1995  35.657
1406       LU      OTQ        1996  36.963
1407       LU      OTQ        1997  38.383
1408       LU      OTQ        1998  40.859
1409       LU      OTQ        1999  41.485
1410       LU      OTQ        2000  44.091
1411       LU      OTQ        2001  46.419
1412       LU      OTQ        2002  49.059
1413       LU      OTQ        2003  52.070
1414       LU      OTQ        2004  54.571
1415       LU      OTQ        2005  56.669
1416       LU      OTQ        2006  58.570
1417       LU      OTQ        2007  60.362
1418       LU      OTQ        2008  62.683
1419       LU      OTQ        2009  65.881
1420       LU      OTQ        2010  68.521
1421       LU      OTQ        2011  71.827
1422       LU      OTQ        2012  75.299
1423       LU      OTQ        2013  78.679
1424       LU      OTQ        2014  81.173
1425       LU      OTQ        2015  83.630
1426       LU      OTQ        2016  85.471
1427       LU      OTQ        2017  88.997
1428       LU      OTQ        2018  92.059
1429       LU      OTQ        2019  95.473
1430       LU      OTQ        2020  99.915
1431       LU      OTQ        2021 104.611
1432      LU0      OTQ        1995  35.657
1433      LU0      OTQ        1996  36.963
1434      LU0      OTQ        1997  38.383
1435      LU0      OTQ        1998  40.859
1436      LU0      OTQ        1999  41.485
1437      LU0      OTQ        2000  44.091
1438      LU0      OTQ        2001  46.419
1439      LU0      OTQ        2002  49.059
1440      LU0      OTQ        2003  52.070
1441      LU0      OTQ        2004  54.571
1442      LU0      OTQ        2005  56.669
1443      LU0      OTQ        2006  58.570
1444      LU0      OTQ        2007  60.362
1445      LU0      OTQ        2008  62.683
1446      LU0      OTQ        2009  65.881
1447      LU0      OTQ        2010  68.521
1448      LU0      OTQ        2011  71.827
1449      LU0      OTQ        2012  75.299
1450      LU0      OTQ        2013  78.679
1451      LU0      OTQ        2014  81.173
1452      LU0      OTQ        2015  83.630
1453      LU0      OTQ        2016  85.471
1454      LU0      OTQ        2017  88.997
1455      LU0      OTQ        2018  92.059
1456      LU0      OTQ        2019  95.473
1457      LU0      OTQ        2020  99.915
1458      LU0      OTQ        2021 104.611
1459     LU00      OTQ        1995  35.657
1460     LU00      OTQ        1996  36.963
1461     LU00      OTQ        1997  38.383
1462     LU00      OTQ        1998  40.859
1463     LU00      OTQ        1999  41.485
1464     LU00      OTQ        2000  44.091
1465     LU00      OTQ        2001  46.419
1466     LU00      OTQ        2002  49.059
1467     LU00      OTQ        2003  52.070
1468     LU00      OTQ        2004  54.571
1469     LU00      OTQ        2005  56.669
1470     LU00      OTQ        2006  58.570
1471     LU00      OTQ        2007  60.362
1472     LU00      OTQ        2008  62.683
1473     LU00      OTQ        2009  65.881
1474     LU00      OTQ        2010  68.521
1475     LU00      OTQ        2011  71.827
1476     LU00      OTQ        2012  75.299
1477     LU00      OTQ        2013  78.679
1478     LU00      OTQ        2014  81.173
1479     LU00      OTQ        2015  83.630
1480     LU00      OTQ        2016  85.471
1481     LU00      OTQ        2017  88.997
1482     LU00      OTQ        2018  92.059
1483     LU00      OTQ        2019  95.473
1484     LU00      OTQ        2020  99.915
1485     LU00      OTQ        2021 104.611
1486    LU000      OTQ        1995  35.657
1487    LU000      OTQ        1996  36.963
1488    LU000      OTQ        1997  38.383
1489    LU000      OTQ        1998  40.859
1490    LU000      OTQ        1999  41.485
1491    LU000      OTQ        2000  44.091
1492    LU000      OTQ        2001  46.419
1493    LU000      OTQ        2002  49.059
1494    LU000      OTQ        2003  52.070
1495    LU000      OTQ        2004  54.571
1496    LU000      OTQ        2005  56.669
1497    LU000      OTQ        2006  58.570
1498    LU000      OTQ        2007  60.362
1499    LU000      OTQ        2008  62.683
1500    LU000      OTQ        2009  65.881
1501    LU000      OTQ        2010  68.521
1502    LU000      OTQ        2011  71.827
1503    LU000      OTQ        2012  75.299
1504    LU000      OTQ        2013  78.679
1505    LU000      OTQ        2014  81.173
1506    LU000      OTQ        2015  83.630
1507    LU000      OTQ        2016  85.471
1508    LU000      OTQ        2017  88.997
1509    LU000      OTQ        2018  92.059
1510    LU000      OTQ        2019  95.473
1511    LU000      OTQ        2020  99.915
1512    LU000      OTQ        2021 104.611
1513       LU      RTU        1995   9.638
1514       LU      RTU        1996  10.312
1515       LU      RTU        1997  10.750
1516       LU      RTU        1998  10.991
1517       LU      RTU        1999  10.904
1518       LU      RTU        2000  11.007
1519       LU      RTU        2001  11.477
1520       LU      RTU        2002  11.848
1521       LU      RTU        2003  12.014
1522       LU      RTU        2004  12.416
1523       LU      RTU        2005  12.557
1524       LU      RTU        2006  13.319
1525       LU      RTU        2007  13.491
1526       LU      RTU        2008  13.986
1527       LU      RTU        2009  14.551
1528       LU      RTU        2010  15.051
1529       LU      RTU        2011  15.573
1530       LU      RTU        2012  16.005
1531       LU      RTU        2013  16.311
1532       LU      RTU        2014  16.801
1533       LU      RTU        2015  17.134
1534       LU      RTU        2016  17.288
1535       LU      RTU        2017  17.868
1536       LU      RTU        2018  18.261
1537       LU      RTU        2019  18.579
1538       LU      RTU        2020  18.824
1539       LU      RTU        2021  19.597
1540      LU0      RTU        1995   9.638
1541      LU0      RTU        1996  10.312
1542      LU0      RTU        1997  10.750
1543      LU0      RTU        1998  10.991
1544      LU0      RTU        1999  10.904
1545      LU0      RTU        2000  11.007
1546      LU0      RTU        2001  11.477
1547      LU0      RTU        2002  11.848
1548      LU0      RTU        2003  12.014
1549      LU0      RTU        2004  12.416
1550      LU0      RTU        2005  12.557
1551      LU0      RTU        2006  13.319
1552      LU0      RTU        2007  13.491
1553      LU0      RTU        2008  13.986
1554      LU0      RTU        2009  14.551
1555      LU0      RTU        2010  15.051
1556      LU0      RTU        2011  15.573
1557      LU0      RTU        2012  16.005
1558      LU0      RTU        2013  16.311
1559      LU0      RTU        2014  16.801
1560      LU0      RTU        2015  17.134
1561      LU0      RTU        2016  17.288
1562      LU0      RTU        2017  17.868
1563      LU0      RTU        2018  18.261
1564      LU0      RTU        2019  18.579
1565      LU0      RTU        2020  18.824
1566      LU0      RTU        2021  19.597
1567     LU00      RTU        1995   9.638
1568     LU00      RTU        1996  10.312
1569     LU00      RTU        1997  10.750
1570     LU00      RTU        1998  10.991
1571     LU00      RTU        1999  10.904
1572     LU00      RTU        2000  11.007
1573     LU00      RTU        2001  11.477
1574     LU00      RTU        2002  11.848
1575     LU00      RTU        2003  12.014
1576     LU00      RTU        2004  12.416
1577     LU00      RTU        2005  12.557
1578     LU00      RTU        2006  13.319
1579     LU00      RTU        2007  13.491
1580     LU00      RTU        2008  13.986
1581     LU00      RTU        2009  14.551
1582     LU00      RTU        2010  15.051
1583     LU00      RTU        2011  15.573
1584     LU00      RTU        2012  16.005
1585     LU00      RTU        2013  16.311
1586     LU00      RTU        2014  16.801
1587     LU00      RTU        2015  17.134
1588     LU00      RTU        2016  17.288
1589     LU00      RTU        2017  17.868
1590     LU00      RTU        2018  18.261
1591     LU00      RTU        2019  18.579
1592     LU00      RTU        2020  18.824
1593     LU00      RTU        2021  19.597
1594    LU000      RTU        1995   9.638
1595    LU000      RTU        1996  10.312
1596    LU000      RTU        1997  10.750
1597    LU000      RTU        1998  10.991
1598    LU000      RTU        1999  10.904
1599    LU000      RTU        2000  11.007
1600    LU000      RTU        2001  11.477
1601    LU000      RTU        2002  11.848
1602    LU000      RTU        2003  12.014
1603    LU000      RTU        2004  12.416
1604    LU000      RTU        2005  12.557
1605    LU000      RTU        2006  13.319
1606    LU000      RTU        2007  13.491
1607    LU000      RTU        2008  13.986
1608    LU000      RTU        2009  14.551
1609    LU000      RTU        2010  15.051
1610    LU000      RTU        2011  15.573
1611    LU000      RTU        2012  16.005
1612    LU000      RTU        2013  16.311
1613    LU000      RTU        2014  16.801
1614    LU000      RTU        2015  17.134
1615    LU000      RTU        2016  17.288
1616    LU000      RTU        2017  17.868
1617    LU000      RTU        2018  18.261
1618    LU000      RTU        2019  18.579
1619    LU000      RTU        2020  18.824
1620    LU000      RTU        2021  19.597

Merging datasets

Full join

full_join(T1200,T1002)
     ref_area activity time_period  EMP_PS     EMP_HW
1          LU       _T        1995 216.997 350543.701
2          LU       _T        1996 222.600 354525.857
3          LU       _T        1997 229.850 367848.400
4          LU       _T        1998 239.929 383537.601
5          LU       _T        1999 250.879 400932.339
6          LU       _T        2000 263.951 423637.688
7          LU       _T        2001 279.093 444536.840
8          LU       _T        2002 286.814 455394.223
9          LU       _T        2003 292.537 463931.362
10         LU       _T        2004 299.305 474752.145
11         LU       _T        2005 307.523 481750.923
12         LU       _T        2006 319.273 500337.819
13         LU       _T        2007 333.255 526873.627
14         LU       _T        2008 349.058 551943.183
15         LU       _T        2009 352.518 535145.787
16         LU       _T        2010 359.016 546073.423
17         LU       _T        2011 369.628 561665.650
18         LU       _T        2012 378.659 573175.776
19         LU       _T        2013 385.538 580731.784
20         LU       _T        2014 395.120 597449.322
21         LU       _T        2015 405.239 615741.022
22         LU       _T        2016 417.520 633781.666
23         LU       _T        2017 432.185 651779.307
24         LU       _T        2018 447.719 670958.922
25         LU       _T        2019 463.477 691835.318
26         LU       _T        2020 471.560 664063.033
27         LU       _T        2021 485.573 712535.258
28        LU0       _T        1995 216.997 350543.701
29        LU0       _T        1996 222.600 354525.857
30        LU0       _T        1997 229.850 367848.400
31        LU0       _T        1998 239.929 383537.601
32        LU0       _T        1999 250.879 400932.339
33        LU0       _T        2000 263.951 423637.688
34        LU0       _T        2001 279.093 444536.840
35        LU0       _T        2002 286.814 455394.223
36        LU0       _T        2003 292.537 463931.362
37        LU0       _T        2004 299.305 474752.145
38        LU0       _T        2005 307.523 481750.923
39        LU0       _T        2006 319.273 500337.819
40        LU0       _T        2007 333.255 526873.627
41        LU0       _T        2008 349.058 551943.183
42        LU0       _T        2009 352.518 535145.787
43        LU0       _T        2010 359.016 546073.423
44        LU0       _T        2011 369.628 561665.650
45        LU0       _T        2012 378.659 573175.776
46        LU0       _T        2013 385.538 580731.784
47        LU0       _T        2014 395.120 597449.322
48        LU0       _T        2015 405.239 615741.022
49        LU0       _T        2016 417.520 633781.666
50        LU0       _T        2017 432.185 651779.307
51        LU0       _T        2018 447.719 670958.922
52        LU0       _T        2019 463.477 691835.318
53        LU0       _T        2020 471.560 664063.033
54        LU0       _T        2021 485.573 712535.258
55       LU00       _T        1995 216.997 350543.701
56       LU00       _T        1996 222.600 354525.857
57       LU00       _T        1997 229.850 367848.400
58       LU00       _T        1998 239.929 383537.601
59       LU00       _T        1999 250.879 400932.339
60       LU00       _T        2000 263.951 423637.688
61       LU00       _T        2001 279.093 444536.840
62       LU00       _T        2002 286.814 455394.223
63       LU00       _T        2003 292.537 463931.362
64       LU00       _T        2004 299.305 474752.145
65       LU00       _T        2005 307.523 481750.923
66       LU00       _T        2006 319.273 500337.819
67       LU00       _T        2007 333.255 526873.627
68       LU00       _T        2008 349.058 551943.183
69       LU00       _T        2009 352.518 535145.787
70       LU00       _T        2010 359.016 546073.423
71       LU00       _T        2011 369.628 561665.650
72       LU00       _T        2012 378.659 573175.776
73       LU00       _T        2013 385.538 580731.784
74       LU00       _T        2014 395.120 597449.322
75       LU00       _T        2015 405.239 615741.022
76       LU00       _T        2016 417.520 633781.666
77       LU00       _T        2017 432.185 651779.307
78       LU00       _T        2018 447.719 670958.922
79       LU00       _T        2019 463.477 691835.318
80       LU00       _T        2020 471.560 664063.033
81       LU00       _T        2021 485.573 712535.258
82      LU000       _T        1995 216.997         NA
83      LU000       _T        1996 222.600         NA
84      LU000       _T        1997 229.850         NA
85      LU000       _T        1998 239.929         NA
86      LU000       _T        1999 250.879         NA
87      LU000       _T        2000 263.951         NA
88      LU000       _T        2001 279.093         NA
89      LU000       _T        2002 286.814         NA
90      LU000       _T        2003 292.537         NA
91      LU000       _T        2004 299.305         NA
92      LU000       _T        2005 307.523         NA
93      LU000       _T        2006 319.273         NA
94      LU000       _T        2007 333.255         NA
95      LU000       _T        2008 349.058         NA
96      LU000       _T        2009 352.518         NA
97      LU000       _T        2010 359.016         NA
98      LU000       _T        2011 369.628         NA
99      LU000       _T        2012 378.659         NA
100     LU000       _T        2013 385.538         NA
101     LU000       _T        2014 395.120         NA
102     LU000       _T        2015 405.239         NA
103     LU000       _T        2016 417.520         NA
104     LU000       _T        2017 432.185         NA
105     LU000       _T        2018 447.719         NA
106     LU000       _T        2019 463.477         NA
107     LU000       _T        2020 471.560         NA
108     LU000       _T        2021 485.573         NA
109        LU        A        1995   5.697   9329.722
110        LU        A        1996   5.444   8874.796
111        LU        A        1997   5.385   8678.138
112        LU        A        1998   5.217   8447.272
113        LU        A        1999   5.139   8357.848
114        LU        A        2000   4.894   7963.032
115        LU        A        2001   4.635   7494.803
116        LU        A        2002   4.509   7277.740
117        LU        A        2003   4.433   7108.779
118        LU        A        2004   4.096   6562.703
119        LU        A        2005   4.050   6152.758
120        LU        A        2006   4.065   6146.979
121        LU        A        2007   4.041   6153.667
122        LU        A        2008   4.012   6178.572
123        LU        A        2009   3.925   5849.506
124        LU        A        2010   3.926   5776.522
125        LU        A        2011   3.914   5755.555
126        LU        A        2012   3.900   5725.643
127        LU        A        2013   3.757   5537.514
128        LU        A        2014   3.732   5524.660
129        LU        A        2015   3.724   5533.139
130        LU        A        2016   3.726   5536.410
131        LU        A        2017   3.702   5467.263
132        LU        A        2018   3.681   5436.903
133        LU        A        2019   3.650   5420.904
134        LU        A        2020   3.651   5309.640
135        LU        A        2021   3.670   5397.837
136       LU0        A        1995   5.697   9329.722
137       LU0        A        1996   5.444   8874.796
138       LU0        A        1997   5.385   8678.138
139       LU0        A        1998   5.217   8447.272
140       LU0        A        1999   5.139   8357.848
141       LU0        A        2000   4.894   7963.032
142       LU0        A        2001   4.635   7494.803
143       LU0        A        2002   4.509   7277.740
144       LU0        A        2003   4.433   7108.779
145       LU0        A        2004   4.096   6562.703
146       LU0        A        2005   4.050   6152.758
147       LU0        A        2006   4.065   6146.979
148       LU0        A        2007   4.041   6153.667
149       LU0        A        2008   4.012   6178.572
150       LU0        A        2009   3.925   5849.506
151       LU0        A        2010   3.926   5776.522
152       LU0        A        2011   3.914   5755.555
153       LU0        A        2012   3.900   5725.643
154       LU0        A        2013   3.757   5537.514
155       LU0        A        2014   3.732   5524.660
156       LU0        A        2015   3.724   5533.139
157       LU0        A        2016   3.726   5536.410
158       LU0        A        2017   3.702   5467.263
159       LU0        A        2018   3.681   5436.903
160       LU0        A        2019   3.650   5420.904
161       LU0        A        2020   3.651   5309.640
162       LU0        A        2021   3.670   5397.837
163      LU00        A        1995   5.697   9329.722
164      LU00        A        1996   5.444   8874.796
165      LU00        A        1997   5.385   8678.138
166      LU00        A        1998   5.217   8447.272
167      LU00        A        1999   5.139   8357.848
168      LU00        A        2000   4.894   7963.032
169      LU00        A        2001   4.635   7494.803
170      LU00        A        2002   4.509   7277.740
171      LU00        A        2003   4.433   7108.779
172      LU00        A        2004   4.096   6562.703
173      LU00        A        2005   4.050   6152.758
174      LU00        A        2006   4.065   6146.979
175      LU00        A        2007   4.041   6153.667
176      LU00        A        2008   4.012   6178.572
177      LU00        A        2009   3.925   5849.506
178      LU00        A        2010   3.926   5776.522
179      LU00        A        2011   3.914   5755.555
180      LU00        A        2012   3.900   5725.643
181      LU00        A        2013   3.757   5537.514
182      LU00        A        2014   3.732   5524.660
183      LU00        A        2015   3.724   5533.139
184      LU00        A        2016   3.726   5536.410
185      LU00        A        2017   3.702   5467.263
186      LU00        A        2018   3.681   5436.903
187      LU00        A        2019   3.650   5420.904
188      LU00        A        2020   3.651   5309.640
189      LU00        A        2021   3.670   5397.837
190     LU000        A        1995   5.697         NA
191     LU000        A        1996   5.444         NA
192     LU000        A        1997   5.385         NA
193     LU000        A        1998   5.217         NA
194     LU000        A        1999   5.139         NA
195     LU000        A        2000   4.894         NA
196     LU000        A        2001   4.635         NA
197     LU000        A        2002   4.509         NA
198     LU000        A        2003   4.433         NA
199     LU000        A        2004   4.096         NA
200     LU000        A        2005   4.050         NA
201     LU000        A        2006   4.065         NA
202     LU000        A        2007   4.041         NA
203     LU000        A        2008   4.012         NA
204     LU000        A        2009   3.925         NA
205     LU000        A        2010   3.926         NA
206     LU000        A        2011   3.914         NA
207     LU000        A        2012   3.900         NA
208     LU000        A        2013   3.757         NA
209     LU000        A        2014   3.732         NA
210     LU000        A        2015   3.724         NA
211     LU000        A        2016   3.726         NA
212     LU000        A        2017   3.702         NA
213     LU000        A        2018   3.681         NA
214     LU000        A        2019   3.650         NA
215     LU000        A        2020   3.651         NA
216     LU000        A        2021   3.670         NA
217        LU      BTE        1995  36.231  62114.864
218        LU      BTE        1996  36.015  61241.330
219        LU      BTE        1997  36.749  62915.977
220        LU      BTE        1998  36.837  62980.298
221        LU      BTE        1999  37.415  63958.072
222        LU      BTE        2000  37.934  64444.355
223        LU      BTE        2001  38.703  64797.737
224        LU      BTE        2002  38.268  64021.472
225        LU      BTE        2003  38.463  64580.373
226        LU      BTE        2004  38.293  64471.745
227        LU      BTE        2005  38.198  63332.265
228        LU      BTE        2006  38.146  63263.858
229        LU      BTE        2007  37.978  62879.197
230        LU      BTE        2008  38.416  63496.971
231        LU      BTE        2009  37.297  57223.492
232        LU      BTE        2010  37.246  59138.764
233        LU      BTE        2011  37.411  59647.677
234        LU      BTE        2012  37.003  58358.491
235        LU      BTE        2013  36.090  56769.495
236        LU      BTE        2014  36.078  57112.107
237        LU      BTE        2015  36.919  59028.849
238        LU      BTE        2016  37.445  59849.602
239        LU      BTE        2017  37.626  59809.350
240        LU      BTE        2018  38.390  60979.219
241        LU      BTE        2019  38.695  61014.007
242        LU      BTE        2020  38.270  56204.456
243        LU      BTE        2021  38.110  58535.088
244       LU0      BTE        1995  36.231  62114.864
245       LU0      BTE        1996  36.015  61241.330
246       LU0      BTE        1997  36.749  62915.977
247       LU0      BTE        1998  36.837  62980.298
248       LU0      BTE        1999  37.415  63958.072
249       LU0      BTE        2000  37.934  64444.355
250       LU0      BTE        2001  38.703  64797.737
251       LU0      BTE        2002  38.268  64021.472
252       LU0      BTE        2003  38.463  64580.373
253       LU0      BTE        2004  38.293  64471.745
254       LU0      BTE        2005  38.198  63332.265
255       LU0      BTE        2006  38.146  63263.858
256       LU0      BTE        2007  37.978  62879.197
257       LU0      BTE        2008  38.416  63496.971
258       LU0      BTE        2009  37.297  57223.492
259       LU0      BTE        2010  37.246  59138.764
260       LU0      BTE        2011  37.411  59647.677
261       LU0      BTE        2012  37.003  58358.491
262       LU0      BTE        2013  36.090  56769.495
263       LU0      BTE        2014  36.078  57112.107
264       LU0      BTE        2015  36.919  59028.849
265       LU0      BTE        2016  37.445  59849.602
266       LU0      BTE        2017  37.626  59809.350
267       LU0      BTE        2018  38.390  60979.219
268       LU0      BTE        2019  38.695  61014.007
269       LU0      BTE        2020  38.270  56204.456
270       LU0      BTE        2021  38.110  58535.088
271      LU00      BTE        1995  36.231  62114.864
272      LU00      BTE        1996  36.015  61241.330
273      LU00      BTE        1997  36.749  62915.977
274      LU00      BTE        1998  36.837  62980.298
275      LU00      BTE        1999  37.415  63958.072
276      LU00      BTE        2000  37.934  64444.355
277      LU00      BTE        2001  38.703  64797.737
278      LU00      BTE        2002  38.268  64021.472
279      LU00      BTE        2003  38.463  64580.373
280      LU00      BTE        2004  38.293  64471.745
281      LU00      BTE        2005  38.198  63332.265
282      LU00      BTE        2006  38.146  63263.858
283      LU00      BTE        2007  37.978  62879.197
284      LU00      BTE        2008  38.416  63496.971
285      LU00      BTE        2009  37.297  57223.492
286      LU00      BTE        2010  37.246  59138.764
287      LU00      BTE        2011  37.411  59647.677
288      LU00      BTE        2012  37.003  58358.491
289      LU00      BTE        2013  36.090  56769.495
290      LU00      BTE        2014  36.078  57112.107
291      LU00      BTE        2015  36.919  59028.849
292      LU00      BTE        2016  37.445  59849.602
293      LU00      BTE        2017  37.626  59809.350
294      LU00      BTE        2018  38.390  60979.219
295      LU00      BTE        2019  38.695  61014.007
296      LU00      BTE        2020  38.270  56204.456
297      LU00      BTE        2021  38.110  58535.088
298     LU000      BTE        1995  36.231         NA
299     LU000      BTE        1996  36.015         NA
300     LU000      BTE        1997  36.749         NA
301     LU000      BTE        1998  36.837         NA
302     LU000      BTE        1999  37.415         NA
303     LU000      BTE        2000  37.934         NA
304     LU000      BTE        2001  38.703         NA
305     LU000      BTE        2002  38.268         NA
306     LU000      BTE        2003  38.463         NA
307     LU000      BTE        2004  38.293         NA
308     LU000      BTE        2005  38.198         NA
309     LU000      BTE        2006  38.146         NA
310     LU000      BTE        2007  37.978         NA
311     LU000      BTE        2008  38.416         NA
312     LU000      BTE        2009  37.297         NA
313     LU000      BTE        2010  37.246         NA
314     LU000      BTE        2011  37.411         NA
315     LU000      BTE        2012  37.003         NA
316     LU000      BTE        2013  36.090         NA
317     LU000      BTE        2014  36.078         NA
318     LU000      BTE        2015  36.919         NA
319     LU000      BTE        2016  37.445         NA
320     LU000      BTE        2017  37.626         NA
321     LU000      BTE        2018  38.390         NA
322     LU000      BTE        2019  38.695         NA
323     LU000      BTE        2020  38.270         NA
324     LU000      BTE        2021  38.110         NA
325        LU        C        1995  32.799  56363.553
326        LU        C        1996  32.585  55518.944
327        LU        C        1997  33.183  57038.159
328        LU        C        1998  33.245  57012.962
329        LU        C        1999  33.768  57962.381
330        LU        C        2000  34.132  58222.060
331        LU        C        2001  34.791  58437.069
332        LU        C        2002  34.307  57595.051
333        LU        C        2003  34.470  58062.862
334        LU        C        2004  34.285  57898.431
335        LU        C        2005  34.114  56705.392
336        LU        C        2006  33.994  56510.557
337        LU        C        2007  33.744  55965.067
338        LU        C        2008  34.103  56445.705
339        LU        C        2009  32.873  50378.969
340        LU        C        2010  32.786  52218.025
341        LU        C        2011  33.143  53093.532
342        LU        C        2012  32.640  51710.307
343        LU        C        2013  31.932  50416.410
344        LU        C        2014  31.804  50555.123
345        LU        C        2015  32.583  52298.483
346        LU        C        2016  32.987  52953.979
347        LU        C        2017  33.056  52784.696
348        LU        C        2018  33.655  53724.131
349        LU        C        2019  33.773  53527.080
350        LU        C        2020  33.196  48639.254
351        LU        C        2021  32.788  50471.895
352       LU0        C        1995  32.799  56363.553
353       LU0        C        1996  32.585  55518.944
354       LU0        C        1997  33.183  57038.159
355       LU0        C        1998  33.245  57012.962
356       LU0        C        1999  33.768  57962.381
357       LU0        C        2000  34.132  58222.060
358       LU0        C        2001  34.791  58437.069
359       LU0        C        2002  34.307  57595.051
360       LU0        C        2003  34.470  58062.862
361       LU0        C        2004  34.285  57898.431
362       LU0        C        2005  34.114  56705.392
363       LU0        C        2006  33.994  56510.557
364       LU0        C        2007  33.744  55965.067
365       LU0        C        2008  34.103  56445.705
366       LU0        C        2009  32.873  50378.969
367       LU0        C        2010  32.786  52218.025
368       LU0        C        2011  33.143  53093.532
369       LU0        C        2012  32.640  51710.307
370       LU0        C        2013  31.932  50416.410
371       LU0        C        2014  31.804  50555.123
372       LU0        C        2015  32.583  52298.483
373       LU0        C        2016  32.987  52953.979
374       LU0        C        2017  33.056  52784.696
375       LU0        C        2018  33.655  53724.131
376       LU0        C        2019  33.773  53527.080
377       LU0        C        2020  33.196  48639.254
378       LU0        C        2021  32.788  50471.895
379      LU00        C        1995  32.799  56363.553
380      LU00        C        1996  32.585  55518.944
381      LU00        C        1997  33.183  57038.159
382      LU00        C        1998  33.245  57012.962
383      LU00        C        1999  33.768  57962.381
384      LU00        C        2000  34.132  58222.060
385      LU00        C        2001  34.791  58437.069
386      LU00        C        2002  34.307  57595.051
387      LU00        C        2003  34.470  58062.862
388      LU00        C        2004  34.285  57898.431
389      LU00        C        2005  34.114  56705.392
390      LU00        C        2006  33.994  56510.557
391      LU00        C        2007  33.744  55965.067
392      LU00        C        2008  34.103  56445.705
393      LU00        C        2009  32.873  50378.969
394      LU00        C        2010  32.786  52218.025
395      LU00        C        2011  33.143  53093.532
396      LU00        C        2012  32.640  51710.307
397      LU00        C        2013  31.932  50416.410
398      LU00        C        2014  31.804  50555.123
399      LU00        C        2015  32.583  52298.483
400      LU00        C        2016  32.987  52953.979
401      LU00        C        2017  33.056  52784.696
402      LU00        C        2018  33.655  53724.131
403      LU00        C        2019  33.773  53527.080
404      LU00        C        2020  33.196  48639.254
405      LU00        C        2021  32.788  50471.895
406     LU000        C        1995  32.799         NA
407     LU000        C        1996  32.585         NA
408     LU000        C        1997  33.183         NA
409     LU000        C        1998  33.245         NA
410     LU000        C        1999  33.768         NA
411     LU000        C        2000  34.132         NA
412     LU000        C        2001  34.791         NA
413     LU000        C        2002  34.307         NA
414     LU000        C        2003  34.470         NA
415     LU000        C        2004  34.285         NA
416     LU000        C        2005  34.114         NA
417     LU000        C        2006  33.994         NA
418     LU000        C        2007  33.744         NA
419     LU000        C        2008  34.103         NA
420     LU000        C        2009  32.873         NA
421     LU000        C        2010  32.786         NA
422     LU000        C        2011  33.143         NA
423     LU000        C        2012  32.640         NA
424     LU000        C        2013  31.932         NA
425     LU000        C        2014  31.804         NA
426     LU000        C        2015  32.583         NA
427     LU000        C        2016  32.987         NA
428     LU000        C        2017  33.056         NA
429     LU000        C        2018  33.655         NA
430     LU000        C        2019  33.773         NA
431     LU000        C        2020  33.196         NA
432     LU000        C        2021  32.788         NA
433        LU        F        1995  25.159  46544.870
434        LU        F        1996  25.783  45839.449
435        LU        F        1997  26.029  46205.717
436        LU        F        1998  26.685  46977.141
437        LU        F        1999  27.358  48611.045
438        LU        F        2000  28.372  50864.277
439        LU        F        2001  29.841  52578.974
440        LU        F        2002  31.174  53664.092
441        LU        F        2003  32.040  55232.024
442        LU        F        2004  33.024  57313.903
443        LU        F        2005  34.288  57820.196
444        LU        F        2006  35.744  60950.206
445        LU        F        2007  37.633  67077.369
446        LU        F        2008  39.072  69537.627
447        LU        F        2009  38.644  65753.185
448        LU        F        2010  39.005  64918.082
449        LU        F        2011  39.867  67582.595
450        LU        F        2012  40.374  67483.153
451        LU        F        2013  40.576  67695.177
452        LU        F        2014  41.152  71075.871
453        LU        F        2015  41.899  72088.121
454        LU        F        2016  43.162  74281.116
455        LU        F        2017  44.417  75608.258
456        LU        F        2018  45.971  73533.340
457        LU        F        2019  47.765  75867.362
458        LU        F        2020  49.391  72981.809
459        LU        F        2021  51.245  80881.614
460       LU0        F        1995  25.159  46544.870
461       LU0        F        1996  25.783  45839.449
462       LU0        F        1997  26.029  46205.717
463       LU0        F        1998  26.685  46977.141
464       LU0        F        1999  27.358  48611.045
465       LU0        F        2000  28.372  50864.277
466       LU0        F        2001  29.841  52578.974
467       LU0        F        2002  31.174  53664.092
468       LU0        F        2003  32.040  55232.024
469       LU0        F        2004  33.024  57313.903
470       LU0        F        2005  34.288  57820.196
471       LU0        F        2006  35.744  60950.206
472       LU0        F        2007  37.633  67077.369
473       LU0        F        2008  39.072  69537.627
474       LU0        F        2009  38.644  65753.185
475       LU0        F        2010  39.005  64918.082
476       LU0        F        2011  39.867  67582.595
477       LU0        F        2012  40.374  67483.153
478       LU0        F        2013  40.576  67695.177
479       LU0        F        2014  41.152  71075.871
480       LU0        F        2015  41.899  72088.121
481       LU0        F        2016  43.162  74281.116
482       LU0        F        2017  44.417  75608.258
483       LU0        F        2018  45.971  73533.340
484       LU0        F        2019  47.765  75867.362
485       LU0        F        2020  49.391  72981.809
486       LU0        F        2021  51.245  80881.614
487      LU00        F        1995  25.159  46544.870
488      LU00        F        1996  25.783  45839.449
489      LU00        F        1997  26.029  46205.717
490      LU00        F        1998  26.685  46977.141
491      LU00        F        1999  27.358  48611.045
492      LU00        F        2000  28.372  50864.277
493      LU00        F        2001  29.841  52578.974
494      LU00        F        2002  31.174  53664.092
495      LU00        F        2003  32.040  55232.024
496      LU00        F        2004  33.024  57313.903
497      LU00        F        2005  34.288  57820.196
498      LU00        F        2006  35.744  60950.206
499      LU00        F        2007  37.633  67077.369
500      LU00        F        2008  39.072  69537.627
501      LU00        F        2009  38.644  65753.185
502      LU00        F        2010  39.005  64918.082
503      LU00        F        2011  39.867  67582.595
504      LU00        F        2012  40.374  67483.153
505      LU00        F        2013  40.576  67695.177
506      LU00        F        2014  41.152  71075.871
507      LU00        F        2015  41.899  72088.121
508      LU00        F        2016  43.162  74281.116
509      LU00        F        2017  44.417  75608.258
510      LU00        F        2018  45.971  73533.340
511      LU00        F        2019  47.765  75867.362
512      LU00        F        2020  49.391  72981.809
513      LU00        F        2021  51.245  80881.614
514     LU000        F        1995  25.159         NA
515     LU000        F        1996  25.783         NA
516     LU000        F        1997  26.029         NA
517     LU000        F        1998  26.685         NA
518     LU000        F        1999  27.358         NA
519     LU000        F        2000  28.372         NA
520     LU000        F        2001  29.841         NA
521     LU000        F        2002  31.174         NA
522     LU000        F        2003  32.040         NA
523     LU000        F        2004  33.024         NA
524     LU000        F        2005  34.288         NA
525     LU000        F        2006  35.744         NA
526     LU000        F        2007  37.633         NA
527     LU000        F        2008  39.072         NA
528     LU000        F        2009  38.644         NA
529     LU000        F        2010  39.005         NA
530     LU000        F        2011  39.867         NA
531     LU000        F        2012  40.374         NA
532     LU000        F        2013  40.576         NA
533     LU000        F        2014  41.152         NA
534     LU000        F        2015  41.899         NA
535     LU000        F        2016  43.162         NA
536     LU000        F        2017  44.417         NA
537     LU000        F        2018  45.971         NA
538     LU000        F        2019  47.765         NA
539     LU000        F        2020  49.391         NA
540     LU000        F        2021  51.245         NA
541        LU      GTJ        1995  63.111 100722.909
542        LU      GTJ        1996  64.756 102890.693
543        LU      GTJ        1997  66.863 106788.507
544        LU      GTJ        1998  69.486 111695.652
545        LU      GTJ        1999  72.979 116901.331
546        LU      GTJ        2000  76.113 122574.720
547        LU      GTJ        2001  80.208 128483.345
548        LU      GTJ        2002  82.362 132441.582
549        LU      GTJ        2003  83.471 134109.397
550        LU      GTJ        2004  84.922 136134.581
551        LU      GTJ        2005  86.860 138089.975
552        LU      GTJ        2006  89.299 142001.027
553        LU      GTJ        2007  93.182 149023.103
554        LU      GTJ        2008  96.976 155048.513
555        LU      GTJ        2009  97.802 152467.813
556        LU      GTJ        2010  99.154 154886.681
557        LU      GTJ        2011 102.605 158772.524
558        LU      GTJ        2012 104.862 161396.936
559        LU      GTJ        2013 106.392 162757.565
560        LU      GTJ        2014 108.639 166042.110
561        LU      GTJ        2015 110.070 169246.140
562        LU      GTJ        2016 112.734 173219.171
563        LU      GTJ        2017 115.727 176863.436
564        LU      GTJ        2018 119.392 182401.727
565        LU      GTJ        2019 124.013 188249.950
566        LU      GTJ        2020 124.513 169822.441
567        LU      GTJ        2021 125.740 181545.088
568       LU0      GTJ        1995  63.111 100722.909
569       LU0      GTJ        1996  64.756 102890.693
570       LU0      GTJ        1997  66.863 106788.507
571       LU0      GTJ        1998  69.486 111695.652
572       LU0      GTJ        1999  72.979 116901.331
573       LU0      GTJ        2000  76.113 122574.720
574       LU0      GTJ        2001  80.208 128483.345
575       LU0      GTJ        2002  82.362 132441.582
576       LU0      GTJ        2003  83.471 134109.397
577       LU0      GTJ        2004  84.922 136134.581
578       LU0      GTJ        2005  86.860 138089.975
579       LU0      GTJ        2006  89.299 142001.027
580       LU0      GTJ        2007  93.182 149023.103
581       LU0      GTJ        2008  96.976 155048.513
582       LU0      GTJ        2009  97.802 152467.813
583       LU0      GTJ        2010  99.154 154886.681
584       LU0      GTJ        2011 102.605 158772.524
585       LU0      GTJ        2012 104.862 161396.936
586       LU0      GTJ        2013 106.392 162757.565
587       LU0      GTJ        2014 108.639 166042.110
588       LU0      GTJ        2015 110.070 169246.140
589       LU0      GTJ        2016 112.734 173219.171
590       LU0      GTJ        2017 115.727 176863.436
591       LU0      GTJ        2018 119.392 182401.727
592       LU0      GTJ        2019 124.013 188249.950
593       LU0      GTJ        2020 124.513 169822.441
594       LU0      GTJ        2021 125.740 181545.088
595      LU00      GTJ        1995  63.111 100722.909
596      LU00      GTJ        1996  64.756 102890.693
597      LU00      GTJ        1997  66.863 106788.507
598      LU00      GTJ        1998  69.486 111695.652
599      LU00      GTJ        1999  72.979 116901.331
600      LU00      GTJ        2000  76.113 122574.720
601      LU00      GTJ        2001  80.208 128483.345
602      LU00      GTJ        2002  82.362 132441.582
603      LU00      GTJ        2003  83.471 134109.397
604      LU00      GTJ        2004  84.922 136134.581
605      LU00      GTJ        2005  86.860 138089.975
606      LU00      GTJ        2006  89.299 142001.027
607      LU00      GTJ        2007  93.182 149023.103
608      LU00      GTJ        2008  96.976 155048.513
609      LU00      GTJ        2009  97.802 152467.813
610      LU00      GTJ        2010  99.154 154886.681
611      LU00      GTJ        2011 102.605 158772.524
612      LU00      GTJ        2012 104.862 161396.936
613      LU00      GTJ        2013 106.392 162757.565
614      LU00      GTJ        2014 108.639 166042.110
615      LU00      GTJ        2015 110.070 169246.140
616      LU00      GTJ        2016 112.734 173219.171
617      LU00      GTJ        2017 115.727 176863.436
618      LU00      GTJ        2018 119.392 182401.727
619      LU00      GTJ        2019 124.013 188249.950
620      LU00      GTJ        2020 124.513 169822.441
621      LU00      GTJ        2021 125.740 181545.088
622     LU000      GTJ        1995  63.111         NA
623     LU000      GTJ        1996  64.756         NA
624     LU000      GTJ        1997  66.863         NA
625     LU000      GTJ        1998  69.486         NA
626     LU000      GTJ        1999  72.979         NA
627     LU000      GTJ        2000  76.113         NA
628     LU000      GTJ        2001  80.208         NA
629     LU000      GTJ        2002  82.362         NA
630     LU000      GTJ        2003  83.471         NA
631     LU000      GTJ        2004  84.922         NA
632     LU000      GTJ        2005  86.860         NA
633     LU000      GTJ        2006  89.299         NA
634     LU000      GTJ        2007  93.182         NA
635     LU000      GTJ        2008  96.976         NA
636     LU000      GTJ        2009  97.802         NA
637     LU000      GTJ        2010  99.154         NA
638     LU000      GTJ        2011 102.605         NA
639     LU000      GTJ        2012 104.862         NA
640     LU000      GTJ        2013 106.392         NA
641     LU000      GTJ        2014 108.639         NA
642     LU000      GTJ        2015 110.070         NA
643     LU000      GTJ        2016 112.734         NA
644     LU000      GTJ        2017 115.727         NA
645     LU000      GTJ        2018 119.392         NA
646     LU000      GTJ        2019 124.013         NA
647     LU000      GTJ        2020 124.513         NA
648     LU000      GTJ        2021 125.740         NA
649        LU      GTI        1995  57.641  91760.472
650        LU      GTI        1996  58.705  92967.666
651        LU      GTI        1997  60.476  96281.200
652        LU      GTI        1998  62.370  99859.200
653        LU      GTI        1999  65.069 103779.700
654        LU      GTI        2000  67.239 107883.900
655        LU      GTI        2001  70.364 112259.500
656        LU      GTI        2002  72.430 116069.700
657        LU      GTI        2003  73.668 118050.860
658        LU      GTI        2004  74.948 119796.397
659        LU      GTI        2005  76.289 120768.297
660        LU      GTI        2006  77.829 123205.197
661        LU      GTI        2007  80.382 127906.800
662        LU      GTI        2008  83.322 132427.797
663        LU      GTI        2009  83.774 129989.100
664        LU      GTI        2010  84.936 132070.000
665        LU      GTI        2011  87.571 134712.400
666        LU      GTI        2012  89.521 136732.299
667        LU      GTI        2013  90.630 137628.198
668        LU      GTI        2014  92.319 140010.600
669        LU      GTI        2015  93.265 142228.245
670        LU      GTI        2016  95.062 144935.364
671        LU      GTI        2017  97.118 147236.985
672        LU      GTI        2018 100.025 151430.529
673        LU      GTI        2019 103.927 156504.388
674        LU      GTI        2020 104.160 138452.621
675        LU      GTI        2021 104.757 148036.922
676       LU0      GTI        1995  57.641  91760.472
677       LU0      GTI        1996  58.705  92967.666
678       LU0      GTI        1997  60.476  96281.200
679       LU0      GTI        1998  62.370  99859.200
680       LU0      GTI        1999  65.069 103779.700
681       LU0      GTI        2000  67.239 107883.900
682       LU0      GTI        2001  70.364 112259.500
683       LU0      GTI        2002  72.430 116069.700
684       LU0      GTI        2003  73.668 118050.860
685       LU0      GTI        2004  74.948 119796.397
686       LU0      GTI        2005  76.289 120768.297
687       LU0      GTI        2006  77.829 123205.197
688       LU0      GTI        2007  80.382 127906.800
689       LU0      GTI        2008  83.322 132427.797
690       LU0      GTI        2009  83.774 129989.100
691       LU0      GTI        2010  84.936 132070.000
692       LU0      GTI        2011  87.571 134712.400
693       LU0      GTI        2012  89.521 136732.299
694       LU0      GTI        2013  90.630 137628.198
695       LU0      GTI        2014  92.319 140010.600
696       LU0      GTI        2015  93.265 142228.245
697       LU0      GTI        2016  95.062 144935.364
698       LU0      GTI        2017  97.118 147236.985
699       LU0      GTI        2018 100.025 151430.529
700       LU0      GTI        2019 103.927 156504.388
701       LU0      GTI        2020 104.160 138452.621
702       LU0      GTI        2021 104.757 148036.922
703      LU00      GTI        1995  57.641  91760.472
704      LU00      GTI        1996  58.705  92967.666
705      LU00      GTI        1997  60.476  96281.200
706      LU00      GTI        1998  62.370  99859.200
707      LU00      GTI        1999  65.069 103779.700
708      LU00      GTI        2000  67.239 107883.900
709      LU00      GTI        2001  70.364 112259.500
710      LU00      GTI        2002  72.430 116069.700
711      LU00      GTI        2003  73.668 118050.860
712      LU00      GTI        2004  74.948 119796.397
713      LU00      GTI        2005  76.289 120768.297
714      LU00      GTI        2006  77.829 123205.197
715      LU00      GTI        2007  80.382 127906.800
716      LU00      GTI        2008  83.322 132427.797
717      LU00      GTI        2009  83.774 129989.100
718      LU00      GTI        2010  84.936 132070.000
719      LU00      GTI        2011  87.571 134712.400
720      LU00      GTI        2012  89.521 136732.299
721      LU00      GTI        2013  90.630 137628.198
722      LU00      GTI        2014  92.319 140010.600
723      LU00      GTI        2015  93.265 142228.245
724      LU00      GTI        2016  95.062 144935.364
725      LU00      GTI        2017  97.118 147236.985
726      LU00      GTI        2018 100.025 151430.529
727      LU00      GTI        2019 103.927 156504.388
728      LU00      GTI        2020 104.160 138452.621
729      LU00      GTI        2021 104.757 148036.922
730     LU000      GTI        1995  57.641         NA
731     LU000      GTI        1996  58.705         NA
732     LU000      GTI        1997  60.476         NA
733     LU000      GTI        1998  62.370         NA
734     LU000      GTI        1999  65.069         NA
735     LU000      GTI        2000  67.239         NA
736     LU000      GTI        2001  70.364         NA
737     LU000      GTI        2002  72.430         NA
738     LU000      GTI        2003  73.668         NA
739     LU000      GTI        2004  74.948         NA
740     LU000      GTI        2005  76.289         NA
741     LU000      GTI        2006  77.829         NA
742     LU000      GTI        2007  80.382         NA
743     LU000      GTI        2008  83.322         NA
744     LU000      GTI        2009  83.774         NA
745     LU000      GTI        2010  84.936         NA
746     LU000      GTI        2011  87.571         NA
747     LU000      GTI        2012  89.521         NA
748     LU000      GTI        2013  90.630         NA
749     LU000      GTI        2014  92.319         NA
750     LU000      GTI        2015  93.265         NA
751     LU000      GTI        2016  95.062         NA
752     LU000      GTI        2017  97.118         NA
753     LU000      GTI        2018 100.025         NA
754     LU000      GTI        2019 103.927         NA
755     LU000      GTI        2020 104.160         NA
756     LU000      GTI        2021 104.757         NA
757        LU        J        1995   5.470   8962.437
758        LU        J        1996   6.051   9923.027
759        LU        J        1997   6.388  10507.307
760        LU        J        1998   7.116  11836.452
761        LU        J        1999   7.911  13121.631
762        LU        J        2000   8.874  14690.820
763        LU        J        2001   9.844  16223.845
764        LU        J        2002   9.932  16371.882
765        LU        J        2003   9.803  16058.537
766        LU        J        2004   9.974  16338.184
767        LU        J        2005  10.571  17321.678
768        LU        J        2006  11.471  18795.830
769        LU        J        2007  12.799  21116.303
770        LU        J        2008  13.654  22620.716
771        LU        J        2009  14.029  22478.713
772        LU        J        2010  14.217  22816.681
773        LU        J        2011  15.034  24060.124
774        LU        J        2012  15.341  24664.638
775        LU        J        2013  15.762  25129.367
776        LU        J        2014  16.320  26031.510
777        LU        J        2015  16.805  27017.895
778        LU        J        2016  17.672  28283.807
779        LU        J        2017  18.609  29626.451
780        LU        J        2018  19.367  30971.198
781        LU        J        2019  20.086  31745.561
782        LU        J        2020  20.353  31369.820
783        LU        J        2021  20.983  33508.166
784       LU0        J        1995   5.470   8962.437
785       LU0        J        1996   6.051   9923.027
786       LU0        J        1997   6.388  10507.307
787       LU0        J        1998   7.116  11836.452
788       LU0        J        1999   7.911  13121.631
789       LU0        J        2000   8.874  14690.820
790       LU0        J        2001   9.844  16223.845
791       LU0        J        2002   9.932  16371.882
792       LU0        J        2003   9.803  16058.537
793       LU0        J        2004   9.974  16338.184
794       LU0        J        2005  10.571  17321.678
795       LU0        J        2006  11.471  18795.830
796       LU0        J        2007  12.799  21116.303
797       LU0        J        2008  13.654  22620.716
798       LU0        J        2009  14.029  22478.713
799       LU0        J        2010  14.217  22816.681
800       LU0        J        2011  15.034  24060.124
801       LU0        J        2012  15.341  24664.638
802       LU0        J        2013  15.762  25129.367
803       LU0        J        2014  16.320  26031.510
804       LU0        J        2015  16.805  27017.895
805       LU0        J        2016  17.672  28283.807
806       LU0        J        2017  18.609  29626.451
807       LU0        J        2018  19.367  30971.198
808       LU0        J        2019  20.086  31745.561
809       LU0        J        2020  20.353  31369.820
810       LU0        J        2021  20.983  33508.166
811      LU00        J        1995   5.470   8962.437
812      LU00        J        1996   6.051   9923.027
813      LU00        J        1997   6.388  10507.307
814      LU00        J        1998   7.116  11836.452
815      LU00        J        1999   7.911  13121.631
816      LU00        J        2000   8.874  14690.820
817      LU00        J        2001   9.844  16223.845
818      LU00        J        2002   9.932  16371.882
819      LU00        J        2003   9.803  16058.537
820      LU00        J        2004   9.974  16338.184
821      LU00        J        2005  10.571  17321.678
822      LU00        J        2006  11.471  18795.830
823      LU00        J        2007  12.799  21116.303
824      LU00        J        2008  13.654  22620.716
825      LU00        J        2009  14.029  22478.713
826      LU00        J        2010  14.217  22816.681
827      LU00        J        2011  15.034  24060.124
828      LU00        J        2012  15.341  24664.638
829      LU00        J        2013  15.762  25129.367
830      LU00        J        2014  16.320  26031.510
831      LU00        J        2015  16.805  27017.895
832      LU00        J        2016  17.672  28283.807
833      LU00        J        2017  18.609  29626.451
834      LU00        J        2018  19.367  30971.198
835      LU00        J        2019  20.086  31745.561
836      LU00        J        2020  20.353  31369.820
837      LU00        J        2021  20.983  33508.166
838     LU000        J        1995   5.470         NA
839     LU000        J        1996   6.051         NA
840     LU000        J        1997   6.388         NA
841     LU000        J        1998   7.116         NA
842     LU000        J        1999   7.911         NA
843     LU000        J        2000   8.874         NA
844     LU000        J        2001   9.844         NA
845     LU000        J        2002   9.932         NA
846     LU000        J        2003   9.803         NA
847     LU000        J        2004   9.974         NA
848     LU000        J        2005  10.571         NA
849     LU000        J        2006  11.471         NA
850     LU000        J        2007  12.799         NA
851     LU000        J        2008  13.654         NA
852     LU000        J        2009  14.029         NA
853     LU000        J        2010  14.217         NA
854     LU000        J        2011  15.034         NA
855     LU000        J        2012  15.341         NA
856     LU000        J        2013  15.762         NA
857     LU000        J        2014  16.320         NA
858     LU000        J        2015  16.805         NA
859     LU000        J        2016  17.672         NA
860     LU000        J        2017  18.609         NA
861     LU000        J        2018  19.367         NA
862     LU000        J        2019  20.086         NA
863     LU000        J        2020  20.353         NA
864     LU000        J        2021  20.983         NA
865        LU      KTN        1995  41.505  63774.286
866        LU      KTN        1996  43.327  65848.638
867        LU      KTN        1997  45.691  70420.145
868        LU      KTN        1998  49.855  77423.698
869        LU      KTN        1999  55.599  86296.135
870        LU      KTN        2000  61.538  96919.073
871        LU      KTN        2001  67.812 106245.020
872        LU      KTN        2002  69.594 108982.017
873        LU      KTN        2003  70.046 109193.150
874        LU      KTN        2004  71.983 111512.161
875        LU      KTN        2005  74.901 115689.011
876        LU      KTN        2006  80.130 124095.454
877        LU      KTN        2007  86.568 134913.017
878        LU      KTN        2008  93.913 146693.138
879        LU      KTN        2009  94.416 140070.057
880        LU      KTN        2010  96.113 142862.668
881        LU      KTN        2011  98.431 146202.977
882        LU      KTN        2012 101.216 150843.131
883        LU      KTN        2013 103.733 153942.500
884        LU      KTN        2014 107.545 159755.946
885        LU      KTN        2015 111.864 167494.579
886        LU      KTN        2016 117.694 176003.121
887        LU      KTN        2017 123.848 183764.632
888        LU      KTN        2018 129.965 193132.033
889        LU      KTN        2019 135.302 200601.041
890        LU      KTN        2020 136.996 197797.594
891        LU      KTN        2021 142.599 212221.583
892       LU0      KTN        1995  41.505  63774.286
893       LU0      KTN        1996  43.327  65848.638
894       LU0      KTN        1997  45.691  70420.145
895       LU0      KTN        1998  49.855  77423.698
896       LU0      KTN        1999  55.599  86296.135
897       LU0      KTN        2000  61.538  96919.073
898       LU0      KTN        2001  67.812 106245.020
899       LU0      KTN        2002  69.594 108982.017
900       LU0      KTN        2003  70.046 109193.150
901       LU0      KTN        2004  71.983 111512.161
902       LU0      KTN        2005  74.901 115689.011
903       LU0      KTN        2006  80.130 124095.454
904       LU0      KTN        2007  86.568 134913.017
905       LU0      KTN        2008  93.913 146693.138
906       LU0      KTN        2009  94.416 140070.057
907       LU0      KTN        2010  96.113 142862.668
908       LU0      KTN        2011  98.431 146202.977
909       LU0      KTN        2012 101.216 150843.131
910       LU0      KTN        2013 103.733 153942.500
911       LU0      KTN        2014 107.545 159755.946
912       LU0      KTN        2015 111.864 167494.579
913       LU0      KTN        2016 117.694 176003.121
914       LU0      KTN        2017 123.848 183764.632
915       LU0      KTN        2018 129.965 193132.033
916       LU0      KTN        2019 135.302 200601.041
917       LU0      KTN        2020 136.996 197797.594
918       LU0      KTN        2021 142.599 212221.583
919      LU00      KTN        1995  41.505  63774.286
920      LU00      KTN        1996  43.327  65848.638
921      LU00      KTN        1997  45.691  70420.145
922      LU00      KTN        1998  49.855  77423.698
923      LU00      KTN        1999  55.599  86296.135
924      LU00      KTN        2000  61.538  96919.073
925      LU00      KTN        2001  67.812 106245.020
926      LU00      KTN        2002  69.594 108982.017
927      LU00      KTN        2003  70.046 109193.150
928      LU00      KTN        2004  71.983 111512.161
929      LU00      KTN        2005  74.901 115689.011
930      LU00      KTN        2006  80.130 124095.454
931      LU00      KTN        2007  86.568 134913.017
932      LU00      KTN        2008  93.913 146693.138
933      LU00      KTN        2009  94.416 140070.057
934      LU00      KTN        2010  96.113 142862.668
935      LU00      KTN        2011  98.431 146202.977
936      LU00      KTN        2012 101.216 150843.131
937      LU00      KTN        2013 103.733 153942.500
938      LU00      KTN        2014 107.545 159755.946
939      LU00      KTN        2015 111.864 167494.579
940      LU00      KTN        2016 117.694 176003.121
941      LU00      KTN        2017 123.848 183764.632
942      LU00      KTN        2018 129.965 193132.033
943      LU00      KTN        2019 135.302 200601.041
944      LU00      KTN        2020 136.996 197797.594
945      LU00      KTN        2021 142.599 212221.583
946     LU000      KTN        1995  41.505         NA
947     LU000      KTN        1996  43.327         NA
948     LU000      KTN        1997  45.691         NA
949     LU000      KTN        1998  49.855         NA
950     LU000      KTN        1999  55.599         NA
951     LU000      KTN        2000  61.538         NA
952     LU000      KTN        2001  67.812         NA
953     LU000      KTN        2002  69.594         NA
954     LU000      KTN        2003  70.046         NA
955     LU000      KTN        2004  71.983         NA
956     LU000      KTN        2005  74.901         NA
957     LU000      KTN        2006  80.130         NA
958     LU000      KTN        2007  86.568         NA
959     LU000      KTN        2008  93.913         NA
960     LU000      KTN        2009  94.416         NA
961     LU000      KTN        2010  96.113         NA
962     LU000      KTN        2011  98.431         NA
963     LU000      KTN        2012 101.216         NA
964     LU000      KTN        2013 103.733         NA
965     LU000      KTN        2014 107.545         NA
966     LU000      KTN        2015 111.864         NA
967     LU000      KTN        2016 117.694         NA
968     LU000      KTN        2017 123.848         NA
969     LU000      KTN        2018 129.965         NA
970     LU000      KTN        2019 135.302         NA
971     LU000      KTN        2020 136.996         NA
972     LU000      KTN        2021 142.599         NA
973        LU        K        1995  22.493  36189.900
974        LU        K        1996  23.011  36700.500
975        LU        K        1997  23.952  38453.800
976        LU        K        1998  25.462  41171.200
977        LU        K        1999  27.480  44652.100
978        LU        K        2000  30.077  48890.200
979        LU        K        2001  33.217  53657.700
980        LU        K        2002  33.492  53540.200
981        LU        K        2003  33.174  52300.000
982        LU        K        2004  33.496  52037.400
983        LU        K        2005  34.231  53377.200
984        LU        K        2006  35.956  56082.900
985        LU        K        2007  38.492  60287.300
986        LU        K        2008  41.205  64691.800
987        LU        K        2009  41.157  61820.200
988        LU        K        2010  40.806  61403.800
989        LU        K        2011  41.346  62200.700
990        LU        K        2012  41.970  63673.300
991        LU        K        2013  42.328  63893.100
992        LU        K        2014  43.095  65002.200
993        LU        K        2015  43.933  66731.690
994        LU        K        2016  44.962  68245.058
995        LU        K        2017  46.160  69496.262
996        LU        K        2018  47.540  71679.500
997        LU        K        2019  49.200  74036.300
998        LU        K        2020  49.850  75895.100
999        LU        K        2021  51.209  78368.200
1000      LU0        K        1995  22.493  36189.900
1001      LU0        K        1996  23.011  36700.500
1002      LU0        K        1997  23.952  38453.800
1003      LU0        K        1998  25.462  41171.200
1004      LU0        K        1999  27.480  44652.100
1005      LU0        K        2000  30.077  48890.200
1006      LU0        K        2001  33.217  53657.700
1007      LU0        K        2002  33.492  53540.200
1008      LU0        K        2003  33.174  52300.000
1009      LU0        K        2004  33.496  52037.400
1010      LU0        K        2005  34.231  53377.200
1011      LU0        K        2006  35.956  56082.900
1012      LU0        K        2007  38.492  60287.300
1013      LU0        K        2008  41.205  64691.800
1014      LU0        K        2009  41.157  61820.200
1015      LU0        K        2010  40.806  61403.800
1016      LU0        K        2011  41.346  62200.700
1017      LU0        K        2012  41.970  63673.300
1018      LU0        K        2013  42.328  63893.100
1019      LU0        K        2014  43.095  65002.200
1020      LU0        K        2015  43.933  66731.690
1021      LU0        K        2016  44.962  68245.058
1022      LU0        K        2017  46.160  69496.262
1023      LU0        K        2018  47.540  71679.500
1024      LU0        K        2019  49.200  74036.300
1025      LU0        K        2020  49.850  75895.100
1026      LU0        K        2021  51.209  78368.200
1027     LU00        K        1995  22.493  36189.900
1028     LU00        K        1996  23.011  36700.500
1029     LU00        K        1997  23.952  38453.800
1030     LU00        K        1998  25.462  41171.200
1031     LU00        K        1999  27.480  44652.100
1032     LU00        K        2000  30.077  48890.200
1033     LU00        K        2001  33.217  53657.700
1034     LU00        K        2002  33.492  53540.200
1035     LU00        K        2003  33.174  52300.000
1036     LU00        K        2004  33.496  52037.400
1037     LU00        K        2005  34.231  53377.200
1038     LU00        K        2006  35.956  56082.900
1039     LU00        K        2007  38.492  60287.300
1040     LU00        K        2008  41.205  64691.800
1041     LU00        K        2009  41.157  61820.200
1042     LU00        K        2010  40.806  61403.800
1043     LU00        K        2011  41.346  62200.700
1044     LU00        K        2012  41.970  63673.300
1045     LU00        K        2013  42.328  63893.100
1046     LU00        K        2014  43.095  65002.200
1047     LU00        K        2015  43.933  66731.690
1048     LU00        K        2016  44.962  68245.058
1049     LU00        K        2017  46.160  69496.262
1050     LU00        K        2018  47.540  71679.500
1051     LU00        K        2019  49.200  74036.300
1052     LU00        K        2020  49.850  75895.100
1053     LU00        K        2021  51.209  78368.200
1054    LU000        K        1995  22.493         NA
1055    LU000        K        1996  23.011         NA
1056    LU000        K        1997  23.952         NA
1057    LU000        K        1998  25.462         NA
1058    LU000        K        1999  27.480         NA
1059    LU000        K        2000  30.077         NA
1060    LU000        K        2001  33.217         NA
1061    LU000        K        2002  33.492         NA
1062    LU000        K        2003  33.174         NA
1063    LU000        K        2004  33.496         NA
1064    LU000        K        2005  34.231         NA
1065    LU000        K        2006  35.956         NA
1066    LU000        K        2007  38.492         NA
1067    LU000        K        2008  41.205         NA
1068    LU000        K        2009  41.157         NA
1069    LU000        K        2010  40.806         NA
1070    LU000        K        2011  41.346         NA
1071    LU000        K        2012  41.970         NA
1072    LU000        K        2013  42.328         NA
1073    LU000        K        2014  43.095         NA
1074    LU000        K        2015  43.933         NA
1075    LU000        K        2016  44.962         NA
1076    LU000        K        2017  46.160         NA
1077    LU000        K        2018  47.540         NA
1078    LU000        K        2019  49.200         NA
1079    LU000        K        2020  49.850         NA
1080    LU000        K        2021  51.209         NA
1081       LU        L        1995   0.708   1015.465
1082       LU        L        1996   1.069   1543.344
1083       LU        L        1997   1.187   1722.835
1084       LU        L        1998   1.282   1894.188
1085       LU        L        1999   1.335   1968.762
1086       LU        L        2000   1.444   2120.942
1087       LU        L        2001   1.674   2462.370
1088       LU        L        2002   1.659   2491.114
1089       LU        L        2003   1.741   2613.527
1090       LU        L        2004   1.796   2721.622
1091       LU        L        2005   2.292   3487.573
1092       LU        L        2006   2.480   3800.215
1093       LU        L        2007   2.695   4107.991
1094       LU        L        2008   2.837   4144.708
1095       LU        L        2009   2.991   4325.192
1096       LU        L        2010   3.026   4250.442
1097       LU        L        2011   3.132   4479.611
1098       LU        L        2012   3.319   4650.019
1099       LU        L        2013   3.568   5161.635
1100       LU        L        2014   3.782   5296.141
1101       LU        L        2015   3.987   5669.746
1102       LU        L        2016   4.188   5933.683
1103       LU        L        2017   4.385   6225.977
1104       LU        L        2018   4.778   6880.000
1105       LU        L        2019   5.156   7392.618
1106       LU        L        2020   5.304   6929.798
1107       LU        L        2021   5.349   7653.440
1108      LU0        L        1995   0.708   1015.465
1109      LU0        L        1996   1.069   1543.344
1110      LU0        L        1997   1.187   1722.835
1111      LU0        L        1998   1.282   1894.188
1112      LU0        L        1999   1.335   1968.762
1113      LU0        L        2000   1.444   2120.942
1114      LU0        L        2001   1.674   2462.370
1115      LU0        L        2002   1.659   2491.114
1116      LU0        L        2003   1.741   2613.527
1117      LU0        L        2004   1.796   2721.622
1118      LU0        L        2005   2.292   3487.573
1119      LU0        L        2006   2.480   3800.215
1120      LU0        L        2007   2.695   4107.991
1121      LU0        L        2008   2.837   4144.708
1122      LU0        L        2009   2.991   4325.192
1123      LU0        L        2010   3.026   4250.442
1124      LU0        L        2011   3.132   4479.611
1125      LU0        L        2012   3.319   4650.019
1126      LU0        L        2013   3.568   5161.635
1127      LU0        L        2014   3.782   5296.141
1128      LU0        L        2015   3.987   5669.746
1129      LU0        L        2016   4.188   5933.683
1130      LU0        L        2017   4.385   6225.977
1131      LU0        L        2018   4.778   6880.000
1132      LU0        L        2019   5.156   7392.618
1133      LU0        L        2020   5.304   6929.798
1134      LU0        L        2021   5.349   7653.440
1135     LU00        L        1995   0.708   1015.465
1136     LU00        L        1996   1.069   1543.344
1137     LU00        L        1997   1.187   1722.835
1138     LU00        L        1998   1.282   1894.188
1139     LU00        L        1999   1.335   1968.762
1140     LU00        L        2000   1.444   2120.942
1141     LU00        L        2001   1.674   2462.370
1142     LU00        L        2002   1.659   2491.114
1143     LU00        L        2003   1.741   2613.527
1144     LU00        L        2004   1.796   2721.622
1145     LU00        L        2005   2.292   3487.573
1146     LU00        L        2006   2.480   3800.215
1147     LU00        L        2007   2.695   4107.991
1148     LU00        L        2008   2.837   4144.708
1149     LU00        L        2009   2.991   4325.192
1150     LU00        L        2010   3.026   4250.442
1151     LU00        L        2011   3.132   4479.611
1152     LU00        L        2012   3.319   4650.019
1153     LU00        L        2013   3.568   5161.635
1154     LU00        L        2014   3.782   5296.141
1155     LU00        L        2015   3.987   5669.746
1156     LU00        L        2016   4.188   5933.683
1157     LU00        L        2017   4.385   6225.977
1158     LU00        L        2018   4.778   6880.000
1159     LU00        L        2019   5.156   7392.618
1160     LU00        L        2020   5.304   6929.798
1161     LU00        L        2021   5.349   7653.440
1162    LU000        L        1995   0.708         NA
1163    LU000        L        1996   1.069         NA
1164    LU000        L        1997   1.187         NA
1165    LU000        L        1998   1.282         NA
1166    LU000        L        1999   1.335         NA
1167    LU000        L        2000   1.444         NA
1168    LU000        L        2001   1.674         NA
1169    LU000        L        2002   1.659         NA
1170    LU000        L        2003   1.741         NA
1171    LU000        L        2004   1.796         NA
1172    LU000        L        2005   2.292         NA
1173    LU000        L        2006   2.480         NA
1174    LU000        L        2007   2.695         NA
1175    LU000        L        2008   2.837         NA
1176    LU000        L        2009   2.991         NA
1177    LU000        L        2010   3.026         NA
1178    LU000        L        2011   3.132         NA
1179    LU000        L        2012   3.319         NA
1180    LU000        L        2013   3.568         NA
1181    LU000        L        2014   3.782         NA
1182    LU000        L        2015   3.987         NA
1183    LU000        L        2016   4.188         NA
1184    LU000        L        2017   4.385         NA
1185    LU000        L        2018   4.778         NA
1186    LU000        L        2019   5.156         NA
1187    LU000        L        2020   5.304         NA
1188    LU000        L        2021   5.349         NA
1189       LU      M_N        1995  18.304  26568.920
1190       LU      M_N        1996  19.247  27604.793
1191       LU      M_N        1997  20.552  30243.510
1192       LU      M_N        1998  23.111  34358.310
1193       LU      M_N        1999  26.785  39675.274
1194       LU      M_N        2000  30.017  45907.931
1195       LU      M_N        2001  32.921  50124.951
1196       LU      M_N        2002  34.443  52950.702
1197       LU      M_N        2003  35.131  54279.622
1198       LU      M_N        2004  36.691  56753.139
1199       LU      M_N        2005  38.378  58824.239
1200       LU      M_N        2006  41.694  64212.339
1201       LU      M_N        2007  45.381  70517.726
1202       LU      M_N        2008  49.871  77856.629
1203       LU      M_N        2009  50.269  73924.665
1204       LU      M_N        2010  52.281  77208.427
1205       LU      M_N        2011  53.953  79522.666
1206       LU      M_N        2012  55.927  82519.812
1207       LU      M_N        2013  57.837  84887.765
1208       LU      M_N        2014  60.668  89457.605
1209       LU      M_N        2015  63.943  95093.143
1210       LU      M_N        2016  68.544 101824.380
1211       LU      M_N        2017  73.303 108042.393
1212       LU      M_N        2018  77.647 114572.533
1213       LU      M_N        2019  80.946 119172.123
1214       LU      M_N        2020  81.842 114972.696
1215       LU      M_N        2021  86.041 126199.943
1216      LU0      M_N        1995  18.304  26568.920
1217      LU0      M_N        1996  19.247  27604.793
1218      LU0      M_N        1997  20.552  30243.510
1219      LU0      M_N        1998  23.111  34358.310
1220      LU0      M_N        1999  26.785  39675.274
1221      LU0      M_N        2000  30.017  45907.931
1222      LU0      M_N        2001  32.921  50124.951
1223      LU0      M_N        2002  34.443  52950.702
1224      LU0      M_N        2003  35.131  54279.622
1225      LU0      M_N        2004  36.691  56753.139
1226      LU0      M_N        2005  38.378  58824.239
1227      LU0      M_N        2006  41.694  64212.339
1228      LU0      M_N        2007  45.381  70517.726
1229      LU0      M_N        2008  49.871  77856.629
1230      LU0      M_N        2009  50.269  73924.665
1231      LU0      M_N        2010  52.281  77208.427
1232      LU0      M_N        2011  53.953  79522.666
1233      LU0      M_N        2012  55.927  82519.812
1234      LU0      M_N        2013  57.837  84887.765
1235      LU0      M_N        2014  60.668  89457.605
1236      LU0      M_N        2015  63.943  95093.143
1237      LU0      M_N        2016  68.544 101824.380
1238      LU0      M_N        2017  73.303 108042.393
1239      LU0      M_N        2018  77.647 114572.533
1240      LU0      M_N        2019  80.946 119172.123
1241      LU0      M_N        2020  81.842 114972.696
1242      LU0      M_N        2021  86.041 126199.943
1243     LU00      M_N        1995  18.304  26568.920
1244     LU00      M_N        1996  19.247  27604.793
1245     LU00      M_N        1997  20.552  30243.510
1246     LU00      M_N        1998  23.111  34358.310
1247     LU00      M_N        1999  26.785  39675.274
1248     LU00      M_N        2000  30.017  45907.931
1249     LU00      M_N        2001  32.921  50124.951
1250     LU00      M_N        2002  34.443  52950.702
1251     LU00      M_N        2003  35.131  54279.622
1252     LU00      M_N        2004  36.691  56753.139
1253     LU00      M_N        2005  38.378  58824.239
1254     LU00      M_N        2006  41.694  64212.339
1255     LU00      M_N        2007  45.381  70517.726
1256     LU00      M_N        2008  49.871  77856.629
1257     LU00      M_N        2009  50.269  73924.665
1258     LU00      M_N        2010  52.281  77208.427
1259     LU00      M_N        2011  53.953  79522.666
1260     LU00      M_N        2012  55.927  82519.812
1261     LU00      M_N        2013  57.837  84887.765
1262     LU00      M_N        2014  60.668  89457.605
1263     LU00      M_N        2015  63.943  95093.143
1264     LU00      M_N        2016  68.544 101824.380
1265     LU00      M_N        2017  73.303 108042.393
1266     LU00      M_N        2018  77.647 114572.533
1267     LU00      M_N        2019  80.946 119172.123
1268     LU00      M_N        2020  81.842 114972.696
1269     LU00      M_N        2021  86.041 126199.943
1270    LU000      M_N        1995  18.304         NA
1271    LU000      M_N        1996  19.247         NA
1272    LU000      M_N        1997  20.552         NA
1273    LU000      M_N        1998  23.111         NA
1274    LU000      M_N        1999  26.785         NA
1275    LU000      M_N        2000  30.017         NA
1276    LU000      M_N        2001  32.921         NA
1277    LU000      M_N        2002  34.443         NA
1278    LU000      M_N        2003  35.131         NA
1279    LU000      M_N        2004  36.691         NA
1280    LU000      M_N        2005  38.378         NA
1281    LU000      M_N        2006  41.694         NA
1282    LU000      M_N        2007  45.381         NA
1283    LU000      M_N        2008  49.871         NA
1284    LU000      M_N        2009  50.269         NA
1285    LU000      M_N        2010  52.281         NA
1286    LU000      M_N        2011  53.953         NA
1287    LU000      M_N        2012  55.927         NA
1288    LU000      M_N        2013  57.837         NA
1289    LU000      M_N        2014  60.668         NA
1290    LU000      M_N        2015  63.943         NA
1291    LU000      M_N        2016  68.544         NA
1292    LU000      M_N        2017  73.303         NA
1293    LU000      M_N        2018  77.647         NA
1294    LU000      M_N        2019  80.946         NA
1295    LU000      M_N        2020  81.842         NA
1296    LU000      M_N        2021  86.041         NA
1297       LU      OTU        1995  45.295  68057.050
1298       LU      OTU        1996  47.274  69830.952
1299       LU      OTU        1997  49.132  72839.916
1300       LU      OTU        1998  51.850  76013.541
1301       LU      OTU        1999  52.389  76807.907
1302       LU      OTU        2000  55.099  80872.230
1303       LU      OTU        2001  57.895  84936.961
1304       LU      OTU        2002  60.907  89007.321
1305       LU      OTU        2003  64.083  93707.639
1306       LU      OTU        2004  66.987  98757.051
1307       LU      OTU        2005  69.226 100666.718
1308       LU      OTU        2006  71.890 103880.296
1309       LU      OTU        2007  73.853 106827.274
1310       LU      OTU        2008  76.669 110988.362
1311       LU      OTU        2009  80.433 113781.734
1312       LU      OTU        2010  83.572 118490.705
1313       LU      OTU        2011  87.400 123704.321
1314       LU      OTU        2012  91.304 129368.421
1315       LU      OTU        2013  94.990 134029.534
1316       LU      OTU        2014  97.974 137938.628
1317       LU      OTU        2015 100.764 142350.193
1318       LU      OTU        2016 102.758 144892.247
1319       LU      OTU        2017 106.865 150266.368
1320       LU      OTU        2018 110.320 155475.699
1321       LU      OTU        2019 114.052 160682.053
1322       LU      OTU        2020 118.739 161947.092
1323       LU      OTU        2021 124.209 173954.047
1324      LU0      OTU        1995  45.295  68057.050
1325      LU0      OTU        1996  47.274  69830.952
1326      LU0      OTU        1997  49.132  72839.916
1327      LU0      OTU        1998  51.850  76013.541
1328      LU0      OTU        1999  52.389  76807.907
1329      LU0      OTU        2000  55.099  80872.230
1330      LU0      OTU        2001  57.895  84936.961
1331      LU0      OTU        2002  60.907  89007.321
1332      LU0      OTU        2003  64.083  93707.639
1333      LU0      OTU        2004  66.987  98757.051
1334      LU0      OTU        2005  69.226 100666.718
1335      LU0      OTU        2006  71.890 103880.296
1336      LU0      OTU        2007  73.853 106827.274
1337      LU0      OTU        2008  76.669 110988.362
1338      LU0      OTU        2009  80.433 113781.734
1339      LU0      OTU        2010  83.572 118490.705
1340      LU0      OTU        2011  87.400 123704.321
1341      LU0      OTU        2012  91.304 129368.421
1342      LU0      OTU        2013  94.990 134029.534
1343      LU0      OTU        2014  97.974 137938.628
1344      LU0      OTU        2015 100.764 142350.193
1345      LU0      OTU        2016 102.758 144892.247
1346      LU0      OTU        2017 106.865 150266.368
1347      LU0      OTU        2018 110.320 155475.699
1348      LU0      OTU        2019 114.052 160682.053
1349      LU0      OTU        2020 118.739 161947.092
1350      LU0      OTU        2021 124.209 173954.047
1351     LU00      OTU        1995  45.295  68057.050
1352     LU00      OTU        1996  47.274  69830.952
1353     LU00      OTU        1997  49.132  72839.916
1354     LU00      OTU        1998  51.850  76013.541
1355     LU00      OTU        1999  52.389  76807.907
1356     LU00      OTU        2000  55.099  80872.230
1357     LU00      OTU        2001  57.895  84936.961
1358     LU00      OTU        2002  60.907  89007.321
1359     LU00      OTU        2003  64.083  93707.639
1360     LU00      OTU        2004  66.987  98757.051
1361     LU00      OTU        2005  69.226 100666.718
1362     LU00      OTU        2006  71.890 103880.296
1363     LU00      OTU        2007  73.853 106827.274
1364     LU00      OTU        2008  76.669 110988.362
1365     LU00      OTU        2009  80.433 113781.734
1366     LU00      OTU        2010  83.572 118490.705
1367     LU00      OTU        2011  87.400 123704.321
1368     LU00      OTU        2012  91.304 129368.421
1369     LU00      OTU        2013  94.990 134029.534
1370     LU00      OTU        2014  97.974 137938.628
1371     LU00      OTU        2015 100.764 142350.193
1372     LU00      OTU        2016 102.758 144892.247
1373     LU00      OTU        2017 106.865 150266.368
1374     LU00      OTU        2018 110.320 155475.699
1375     LU00      OTU        2019 114.052 160682.053
1376     LU00      OTU        2020 118.739 161947.092
1377     LU00      OTU        2021 124.209 173954.047
1378    LU000      OTU        1995  45.295         NA
1379    LU000      OTU        1996  47.274         NA
1380    LU000      OTU        1997  49.132         NA
1381    LU000      OTU        1998  51.850         NA
1382    LU000      OTU        1999  52.389         NA
1383    LU000      OTU        2000  55.099         NA
1384    LU000      OTU        2001  57.895         NA
1385    LU000      OTU        2002  60.907         NA
1386    LU000      OTU        2003  64.083         NA
1387    LU000      OTU        2004  66.987         NA
1388    LU000      OTU        2005  69.226         NA
1389    LU000      OTU        2006  71.890         NA
1390    LU000      OTU        2007  73.853         NA
1391    LU000      OTU        2008  76.669         NA
1392    LU000      OTU        2009  80.433         NA
1393    LU000      OTU        2010  83.572         NA
1394    LU000      OTU        2011  87.400         NA
1395    LU000      OTU        2012  91.304         NA
1396    LU000      OTU        2013  94.990         NA
1397    LU000      OTU        2014  97.974         NA
1398    LU000      OTU        2015 100.764         NA
1399    LU000      OTU        2016 102.758         NA
1400    LU000      OTU        2017 106.865         NA
1401    LU000      OTU        2018 110.320         NA
1402    LU000      OTU        2019 114.052         NA
1403    LU000      OTU        2020 118.739         NA
1404    LU000      OTU        2021 124.209         NA
1405       LU      OTQ        1995  35.657  53533.222
1406       LU      OTQ        1996  36.963  54748.168
1407       LU      OTQ        1997  38.383  57293.107
1408       LU      OTQ        1998  40.859  60137.264
1409       LU      OTQ        1999  41.485  61024.980
1410       LU      OTQ        2000  44.091  64953.418
1411       LU      OTQ        2001  46.419  68309.680
1412       LU      OTQ        2002  49.059  71954.594
1413       LU      OTQ        2003  52.070  76220.497
1414       LU      OTQ        2004  54.571  80827.452
1415       LU      OTQ        2005  56.669  82228.860
1416       LU      OTQ        2006  58.570  84415.740
1417       LU      OTQ        2007  60.362  86975.344
1418       LU      OTQ        2008  62.683  90341.583
1419       LU      OTQ        2009  65.881  92521.654
1420       LU      OTQ        2010  68.521  96603.299
1421       LU      OTQ        2011  71.827 101068.422
1422       LU      OTQ        2012  75.299 106204.191
1423       LU      OTQ        2013  78.679 110457.841
1424       LU      OTQ        2014  81.173 113471.165
1425       LU      OTQ        2015  83.630 117499.693
1426       LU      OTQ        2016  85.471 119566.286
1427       LU      OTQ        2017  88.997 124259.697
1428       LU      OTQ        2018  92.059 128854.856
1429       LU      OTQ        2019  95.473 133509.414
1430       LU      OTQ        2020  99.915 136621.473
1431       LU      OTQ        2021 104.611 145563.516
1432      LU0      OTQ        1995  35.657  53533.222
1433      LU0      OTQ        1996  36.963  54748.168
1434      LU0      OTQ        1997  38.383  57293.107
1435      LU0      OTQ        1998  40.859  60137.264
1436      LU0      OTQ        1999  41.485  61024.980
1437      LU0      OTQ        2000  44.091  64953.418
1438      LU0      OTQ        2001  46.419  68309.680
1439      LU0      OTQ        2002  49.059  71954.594
1440      LU0      OTQ        2003  52.070  76220.497
1441      LU0      OTQ        2004  54.571  80827.452
1442      LU0      OTQ        2005  56.669  82228.860
1443      LU0      OTQ        2006  58.570  84415.740
1444      LU0      OTQ        2007  60.362  86975.344
1445      LU0      OTQ        2008  62.683  90341.583
1446      LU0      OTQ        2009  65.881  92521.654
1447      LU0      OTQ        2010  68.521  96603.299
1448      LU0      OTQ        2011  71.827 101068.422
1449      LU0      OTQ        2012  75.299 106204.191
1450      LU0      OTQ        2013  78.679 110457.841
1451      LU0      OTQ        2014  81.173 113471.165
1452      LU0      OTQ        2015  83.630 117499.693
1453      LU0      OTQ        2016  85.471 119566.286
1454      LU0      OTQ        2017  88.997 124259.697
1455      LU0      OTQ        2018  92.059 128854.856
1456      LU0      OTQ        2019  95.473 133509.414
1457      LU0      OTQ        2020  99.915 136621.473
1458      LU0      OTQ        2021 104.611 145563.516
1459     LU00      OTQ        1995  35.657  53533.222
1460     LU00      OTQ        1996  36.963  54748.168
1461     LU00      OTQ        1997  38.383  57293.107
1462     LU00      OTQ        1998  40.859  60137.264
1463     LU00      OTQ        1999  41.485  61024.980
1464     LU00      OTQ        2000  44.091  64953.418
1465     LU00      OTQ        2001  46.419  68309.680
1466     LU00      OTQ        2002  49.059  71954.594
1467     LU00      OTQ        2003  52.070  76220.497
1468     LU00      OTQ        2004  54.571  80827.452
1469     LU00      OTQ        2005  56.669  82228.860
1470     LU00      OTQ        2006  58.570  84415.740
1471     LU00      OTQ        2007  60.362  86975.344
1472     LU00      OTQ        2008  62.683  90341.583
1473     LU00      OTQ        2009  65.881  92521.654
1474     LU00      OTQ        2010  68.521  96603.299
1475     LU00      OTQ        2011  71.827 101068.422
1476     LU00      OTQ        2012  75.299 106204.191
1477     LU00      OTQ        2013  78.679 110457.841
1478     LU00      OTQ        2014  81.173 113471.165
1479     LU00      OTQ        2015  83.630 117499.693
1480     LU00      OTQ        2016  85.471 119566.286
1481     LU00      OTQ        2017  88.997 124259.697
1482     LU00      OTQ        2018  92.059 128854.856
1483     LU00      OTQ        2019  95.473 133509.414
1484     LU00      OTQ        2020  99.915 136621.473
1485     LU00      OTQ        2021 104.611 145563.516
1486    LU000      OTQ        1995  35.657         NA
1487    LU000      OTQ        1996  36.963         NA
1488    LU000      OTQ        1997  38.383         NA
1489    LU000      OTQ        1998  40.859         NA
1490    LU000      OTQ        1999  41.485         NA
1491    LU000      OTQ        2000  44.091         NA
1492    LU000      OTQ        2001  46.419         NA
1493    LU000      OTQ        2002  49.059         NA
1494    LU000      OTQ        2003  52.070         NA
1495    LU000      OTQ        2004  54.571         NA
1496    LU000      OTQ        2005  56.669         NA
1497    LU000      OTQ        2006  58.570         NA
1498    LU000      OTQ        2007  60.362         NA
1499    LU000      OTQ        2008  62.683         NA
1500    LU000      OTQ        2009  65.881         NA
1501    LU000      OTQ        2010  68.521         NA
1502    LU000      OTQ        2011  71.827         NA
1503    LU000      OTQ        2012  75.299         NA
1504    LU000      OTQ        2013  78.679         NA
1505    LU000      OTQ        2014  81.173         NA
1506    LU000      OTQ        2015  83.630         NA
1507    LU000      OTQ        2016  85.471         NA
1508    LU000      OTQ        2017  88.997         NA
1509    LU000      OTQ        2018  92.059         NA
1510    LU000      OTQ        2019  95.473         NA
1511    LU000      OTQ        2020  99.915         NA
1512    LU000      OTQ        2021 104.611         NA
1513       LU      RTU        1995   9.638  14523.828
1514       LU      RTU        1996  10.312  15082.784
1515       LU      RTU        1997  10.750  15546.809
1516       LU      RTU        1998  10.991  15876.277
1517       LU      RTU        1999  10.904  15782.928
1518       LU      RTU        2000  11.007  15918.812
1519       LU      RTU        2001  11.477  16627.281
1520       LU      RTU        2002  11.848  17052.726
1521       LU      RTU        2003  12.014  17487.142
1522       LU      RTU        2004  12.416  17929.598
1523       LU      RTU        2005  12.557  18437.858
1524       LU      RTU        2006  13.319  19464.556
1525       LU      RTU        2007  13.491  19851.929
1526       LU      RTU        2008  13.986  20646.780
1527       LU      RTU        2009  14.551  21260.079
1528       LU      RTU        2010  15.051  21887.406
1529       LU      RTU        2011  15.573  22635.900
1530       LU      RTU        2012  16.005  23164.229
1531       LU      RTU        2013  16.311  23571.693
1532       LU      RTU        2014  16.801  24467.463
1533       LU      RTU        2015  17.134  24850.501
1534       LU      RTU        2016  17.288  25325.961
1535       LU      RTU        2017  17.868  26006.671
1536       LU      RTU        2018  18.261  26620.844
1537       LU      RTU        2019  18.579  27172.640
1538       LU      RTU        2020  18.824  25325.620
1539       LU      RTU        2021  19.597  28390.530
1540      LU0      RTU        1995   9.638  14523.828
1541      LU0      RTU        1996  10.312  15082.784
1542      LU0      RTU        1997  10.750  15546.809
1543      LU0      RTU        1998  10.991  15876.277
1544      LU0      RTU        1999  10.904  15782.928
1545      LU0      RTU        2000  11.007  15918.812
1546      LU0      RTU        2001  11.477  16627.281
1547      LU0      RTU        2002  11.848  17052.726
1548      LU0      RTU        2003  12.014  17487.142
1549      LU0      RTU        2004  12.416  17929.598
1550      LU0      RTU        2005  12.557  18437.858
1551      LU0      RTU        2006  13.319  19464.556
1552      LU0      RTU        2007  13.491  19851.929
1553      LU0      RTU        2008  13.986  20646.780
1554      LU0      RTU        2009  14.551  21260.079
1555      LU0      RTU        2010  15.051  21887.406
1556      LU0      RTU        2011  15.573  22635.900
1557      LU0      RTU        2012  16.005  23164.229
1558      LU0      RTU        2013  16.311  23571.693
1559      LU0      RTU        2014  16.801  24467.463
1560      LU0      RTU        2015  17.134  24850.501
1561      LU0      RTU        2016  17.288  25325.961
1562      LU0      RTU        2017  17.868  26006.671
1563      LU0      RTU        2018  18.261  26620.844
1564      LU0      RTU        2019  18.579  27172.640
1565      LU0      RTU        2020  18.824  25325.620
1566      LU0      RTU        2021  19.597  28390.530
1567     LU00      RTU        1995   9.638  14523.828
1568     LU00      RTU        1996  10.312  15082.784
1569     LU00      RTU        1997  10.750  15546.809
1570     LU00      RTU        1998  10.991  15876.277
1571     LU00      RTU        1999  10.904  15782.928
1572     LU00      RTU        2000  11.007  15918.812
1573     LU00      RTU        2001  11.477  16627.281
1574     LU00      RTU        2002  11.848  17052.726
1575     LU00      RTU        2003  12.014  17487.142
1576     LU00      RTU        2004  12.416  17929.598
1577     LU00      RTU        2005  12.557  18437.858
1578     LU00      RTU        2006  13.319  19464.556
1579     LU00      RTU        2007  13.491  19851.929
1580     LU00      RTU        2008  13.986  20646.780
1581     LU00      RTU        2009  14.551  21260.079
1582     LU00      RTU        2010  15.051  21887.406
1583     LU00      RTU        2011  15.573  22635.900
1584     LU00      RTU        2012  16.005  23164.229
1585     LU00      RTU        2013  16.311  23571.693
1586     LU00      RTU        2014  16.801  24467.463
1587     LU00      RTU        2015  17.134  24850.501
1588     LU00      RTU        2016  17.288  25325.961
1589     LU00      RTU        2017  17.868  26006.671
1590     LU00      RTU        2018  18.261  26620.844
1591     LU00      RTU        2019  18.579  27172.640
1592     LU00      RTU        2020  18.824  25325.620
1593     LU00      RTU        2021  19.597  28390.530
1594    LU000      RTU        1995   9.638         NA
1595    LU000      RTU        1996  10.312         NA
1596    LU000      RTU        1997  10.750         NA
1597    LU000      RTU        1998  10.991         NA
1598    LU000      RTU        1999  10.904         NA
1599    LU000      RTU        2000  11.007         NA
1600    LU000      RTU        2001  11.477         NA
1601    LU000      RTU        2002  11.848         NA
1602    LU000      RTU        2003  12.014         NA
1603    LU000      RTU        2004  12.416         NA
1604    LU000      RTU        2005  12.557         NA
1605    LU000      RTU        2006  13.319         NA
1606    LU000      RTU        2007  13.491         NA
1607    LU000      RTU        2008  13.986         NA
1608    LU000      RTU        2009  14.551         NA
1609    LU000      RTU        2010  15.051         NA
1610    LU000      RTU        2011  15.573         NA
1611    LU000      RTU        2012  16.005         NA
1612    LU000      RTU        2013  16.311         NA
1613    LU000      RTU        2014  16.801         NA
1614    LU000      RTU        2015  17.134         NA
1615    LU000      RTU        2016  17.288         NA
1616    LU000      RTU        2017  17.868         NA
1617    LU000      RTU        2018  18.261         NA
1618    LU000      RTU        2019  18.579         NA
1619    LU000      RTU        2020  18.824         NA
1620    LU000      RTU        2021  19.597         NA

Left Join

left_join(T1002,T1200)
     ref_area activity time_period     EMP_HW  EMP_PS
1          LU       _T        1995 350543.701 216.997
2          LU       _T        1996 354525.857 222.600
3          LU       _T        1997 367848.400 229.850
4          LU       _T        1998 383537.601 239.929
5          LU       _T        1999 400932.339 250.879
6          LU       _T        2000 423637.688 263.951
7          LU       _T        2001 444536.840 279.093
8          LU       _T        2002 455394.223 286.814
9          LU       _T        2003 463931.362 292.537
10         LU       _T        2004 474752.145 299.305
11         LU       _T        2005 481750.923 307.523
12         LU       _T        2006 500337.819 319.273
13         LU       _T        2007 526873.627 333.255
14         LU       _T        2008 551943.183 349.058
15         LU       _T        2009 535145.787 352.518
16         LU       _T        2010 546073.423 359.016
17         LU       _T        2011 561665.650 369.628
18         LU       _T        2012 573175.776 378.659
19         LU       _T        2013 580731.784 385.538
20         LU       _T        2014 597449.322 395.120
21         LU       _T        2015 615741.022 405.239
22         LU       _T        2016 633781.666 417.520
23         LU       _T        2017 651779.307 432.185
24         LU       _T        2018 670958.922 447.719
25         LU       _T        2019 691835.318 463.477
26         LU       _T        2020 664063.033 471.560
27         LU       _T        2021 712535.258 485.573
28        LU0       _T        1995 350543.701 216.997
29        LU0       _T        1996 354525.857 222.600
30        LU0       _T        1997 367848.400 229.850
31        LU0       _T        1998 383537.601 239.929
32        LU0       _T        1999 400932.339 250.879
33        LU0       _T        2000 423637.688 263.951
34        LU0       _T        2001 444536.840 279.093
35        LU0       _T        2002 455394.223 286.814
36        LU0       _T        2003 463931.362 292.537
37        LU0       _T        2004 474752.145 299.305
38        LU0       _T        2005 481750.923 307.523
39        LU0       _T        2006 500337.819 319.273
40        LU0       _T        2007 526873.627 333.255
41        LU0       _T        2008 551943.183 349.058
42        LU0       _T        2009 535145.787 352.518
43        LU0       _T        2010 546073.423 359.016
44        LU0       _T        2011 561665.650 369.628
45        LU0       _T        2012 573175.776 378.659
46        LU0       _T        2013 580731.784 385.538
47        LU0       _T        2014 597449.322 395.120
48        LU0       _T        2015 615741.022 405.239
49        LU0       _T        2016 633781.666 417.520
50        LU0       _T        2017 651779.307 432.185
51        LU0       _T        2018 670958.922 447.719
52        LU0       _T        2019 691835.318 463.477
53        LU0       _T        2020 664063.033 471.560
54        LU0       _T        2021 712535.258 485.573
55       LU00       _T        1995 350543.701 216.997
56       LU00       _T        1996 354525.857 222.600
57       LU00       _T        1997 367848.400 229.850
58       LU00       _T        1998 383537.601 239.929
59       LU00       _T        1999 400932.339 250.879
60       LU00       _T        2000 423637.688 263.951
61       LU00       _T        2001 444536.840 279.093
62       LU00       _T        2002 455394.223 286.814
63       LU00       _T        2003 463931.362 292.537
64       LU00       _T        2004 474752.145 299.305
65       LU00       _T        2005 481750.923 307.523
66       LU00       _T        2006 500337.819 319.273
67       LU00       _T        2007 526873.627 333.255
68       LU00       _T        2008 551943.183 349.058
69       LU00       _T        2009 535145.787 352.518
70       LU00       _T        2010 546073.423 359.016
71       LU00       _T        2011 561665.650 369.628
72       LU00       _T        2012 573175.776 378.659
73       LU00       _T        2013 580731.784 385.538
74       LU00       _T        2014 597449.322 395.120
75       LU00       _T        2015 615741.022 405.239
76       LU00       _T        2016 633781.666 417.520
77       LU00       _T        2017 651779.307 432.185
78       LU00       _T        2018 670958.922 447.719
79       LU00       _T        2019 691835.318 463.477
80       LU00       _T        2020 664063.033 471.560
81       LU00       _T        2021 712535.258 485.573
82         LU        A        1995   9329.722   5.697
83         LU        A        1996   8874.796   5.444
84         LU        A        1997   8678.138   5.385
85         LU        A        1998   8447.272   5.217
86         LU        A        1999   8357.848   5.139
87         LU        A        2000   7963.032   4.894
88         LU        A        2001   7494.803   4.635
89         LU        A        2002   7277.740   4.509
90         LU        A        2003   7108.779   4.433
91         LU        A        2004   6562.703   4.096
92         LU        A        2005   6152.758   4.050
93         LU        A        2006   6146.979   4.065
94         LU        A        2007   6153.667   4.041
95         LU        A        2008   6178.572   4.012
96         LU        A        2009   5849.506   3.925
97         LU        A        2010   5776.522   3.926
98         LU        A        2011   5755.555   3.914
99         LU        A        2012   5725.643   3.900
100        LU        A        2013   5537.514   3.757
101        LU        A        2014   5524.660   3.732
102        LU        A        2015   5533.139   3.724
103        LU        A        2016   5536.410   3.726
104        LU        A        2017   5467.263   3.702
105        LU        A        2018   5436.903   3.681
106        LU        A        2019   5420.904   3.650
107        LU        A        2020   5309.640   3.651
108        LU        A        2021   5397.837   3.670
109       LU0        A        1995   9329.722   5.697
110       LU0        A        1996   8874.796   5.444
111       LU0        A        1997   8678.138   5.385
112       LU0        A        1998   8447.272   5.217
113       LU0        A        1999   8357.848   5.139
114       LU0        A        2000   7963.032   4.894
115       LU0        A        2001   7494.803   4.635
116       LU0        A        2002   7277.740   4.509
117       LU0        A        2003   7108.779   4.433
118       LU0        A        2004   6562.703   4.096
119       LU0        A        2005   6152.758   4.050
120       LU0        A        2006   6146.979   4.065
121       LU0        A        2007   6153.667   4.041
122       LU0        A        2008   6178.572   4.012
123       LU0        A        2009   5849.506   3.925
124       LU0        A        2010   5776.522   3.926
125       LU0        A        2011   5755.555   3.914
126       LU0        A        2012   5725.643   3.900
127       LU0        A        2013   5537.514   3.757
128       LU0        A        2014   5524.660   3.732
129       LU0        A        2015   5533.139   3.724
130       LU0        A        2016   5536.410   3.726
131       LU0        A        2017   5467.263   3.702
132       LU0        A        2018   5436.903   3.681
133       LU0        A        2019   5420.904   3.650
134       LU0        A        2020   5309.640   3.651
135       LU0        A        2021   5397.837   3.670
136      LU00        A        1995   9329.722   5.697
137      LU00        A        1996   8874.796   5.444
138      LU00        A        1997   8678.138   5.385
139      LU00        A        1998   8447.272   5.217
140      LU00        A        1999   8357.848   5.139
141      LU00        A        2000   7963.032   4.894
142      LU00        A        2001   7494.803   4.635
143      LU00        A        2002   7277.740   4.509
144      LU00        A        2003   7108.779   4.433
145      LU00        A        2004   6562.703   4.096
146      LU00        A        2005   6152.758   4.050
147      LU00        A        2006   6146.979   4.065
148      LU00        A        2007   6153.667   4.041
149      LU00        A        2008   6178.572   4.012
150      LU00        A        2009   5849.506   3.925
151      LU00        A        2010   5776.522   3.926
152      LU00        A        2011   5755.555   3.914
153      LU00        A        2012   5725.643   3.900
154      LU00        A        2013   5537.514   3.757
155      LU00        A        2014   5524.660   3.732
156      LU00        A        2015   5533.139   3.724
157      LU00        A        2016   5536.410   3.726
158      LU00        A        2017   5467.263   3.702
159      LU00        A        2018   5436.903   3.681
160      LU00        A        2019   5420.904   3.650
161      LU00        A        2020   5309.640   3.651
162      LU00        A        2021   5397.837   3.670
163        LU      BTE        1995  62114.864  36.231
164        LU      BTE        1996  61241.330  36.015
165        LU      BTE        1997  62915.977  36.749
166        LU      BTE        1998  62980.298  36.837
167        LU      BTE        1999  63958.072  37.415
168        LU      BTE        2000  64444.355  37.934
169        LU      BTE        2001  64797.737  38.703
170        LU      BTE        2002  64021.472  38.268
171        LU      BTE        2003  64580.373  38.463
172        LU      BTE        2004  64471.745  38.293
173        LU      BTE        2005  63332.265  38.198
174        LU      BTE        2006  63263.858  38.146
175        LU      BTE        2007  62879.197  37.978
176        LU      BTE        2008  63496.971  38.416
177        LU      BTE        2009  57223.492  37.297
178        LU      BTE        2010  59138.764  37.246
179        LU      BTE        2011  59647.677  37.411
180        LU      BTE        2012  58358.491  37.003
181        LU      BTE        2013  56769.495  36.090
182        LU      BTE        2014  57112.107  36.078
183        LU      BTE        2015  59028.849  36.919
184        LU      BTE        2016  59849.602  37.445
185        LU      BTE        2017  59809.350  37.626
186        LU      BTE        2018  60979.219  38.390
187        LU      BTE        2019  61014.007  38.695
188        LU      BTE        2020  56204.456  38.270
189        LU      BTE        2021  58535.088  38.110
190       LU0      BTE        1995  62114.864  36.231
191       LU0      BTE        1996  61241.330  36.015
192       LU0      BTE        1997  62915.977  36.749
193       LU0      BTE        1998  62980.298  36.837
194       LU0      BTE        1999  63958.072  37.415
195       LU0      BTE        2000  64444.355  37.934
196       LU0      BTE        2001  64797.737  38.703
197       LU0      BTE        2002  64021.472  38.268
198       LU0      BTE        2003  64580.373  38.463
199       LU0      BTE        2004  64471.745  38.293
200       LU0      BTE        2005  63332.265  38.198
201       LU0      BTE        2006  63263.858  38.146
202       LU0      BTE        2007  62879.197  37.978
203       LU0      BTE        2008  63496.971  38.416
204       LU0      BTE        2009  57223.492  37.297
205       LU0      BTE        2010  59138.764  37.246
206       LU0      BTE        2011  59647.677  37.411
207       LU0      BTE        2012  58358.491  37.003
208       LU0      BTE        2013  56769.495  36.090
209       LU0      BTE        2014  57112.107  36.078
210       LU0      BTE        2015  59028.849  36.919
211       LU0      BTE        2016  59849.602  37.445
212       LU0      BTE        2017  59809.350  37.626
213       LU0      BTE        2018  60979.219  38.390
214       LU0      BTE        2019  61014.007  38.695
215       LU0      BTE        2020  56204.456  38.270
216       LU0      BTE        2021  58535.088  38.110
217      LU00      BTE        1995  62114.864  36.231
218      LU00      BTE        1996  61241.330  36.015
219      LU00      BTE        1997  62915.977  36.749
220      LU00      BTE        1998  62980.298  36.837
221      LU00      BTE        1999  63958.072  37.415
222      LU00      BTE        2000  64444.355  37.934
223      LU00      BTE        2001  64797.737  38.703
224      LU00      BTE        2002  64021.472  38.268
225      LU00      BTE        2003  64580.373  38.463
226      LU00      BTE        2004  64471.745  38.293
227      LU00      BTE        2005  63332.265  38.198
228      LU00      BTE        2006  63263.858  38.146
229      LU00      BTE        2007  62879.197  37.978
230      LU00      BTE        2008  63496.971  38.416
231      LU00      BTE        2009  57223.492  37.297
232      LU00      BTE        2010  59138.764  37.246
233      LU00      BTE        2011  59647.677  37.411
234      LU00      BTE        2012  58358.491  37.003
235      LU00      BTE        2013  56769.495  36.090
236      LU00      BTE        2014  57112.107  36.078
237      LU00      BTE        2015  59028.849  36.919
238      LU00      BTE        2016  59849.602  37.445
239      LU00      BTE        2017  59809.350  37.626
240      LU00      BTE        2018  60979.219  38.390
241      LU00      BTE        2019  61014.007  38.695
242      LU00      BTE        2020  56204.456  38.270
243      LU00      BTE        2021  58535.088  38.110
244        LU        C        1995  56363.553  32.799
245        LU        C        1996  55518.944  32.585
246        LU        C        1997  57038.159  33.183
247        LU        C        1998  57012.962  33.245
248        LU        C        1999  57962.381  33.768
249        LU        C        2000  58222.060  34.132
250        LU        C        2001  58437.069  34.791
251        LU        C        2002  57595.051  34.307
252        LU        C        2003  58062.862  34.470
253        LU        C        2004  57898.431  34.285
254        LU        C        2005  56705.392  34.114
255        LU        C        2006  56510.557  33.994
256        LU        C        2007  55965.067  33.744
257        LU        C        2008  56445.705  34.103
258        LU        C        2009  50378.969  32.873
259        LU        C        2010  52218.025  32.786
260        LU        C        2011  53093.532  33.143
261        LU        C        2012  51710.307  32.640
262        LU        C        2013  50416.410  31.932
263        LU        C        2014  50555.123  31.804
264        LU        C        2015  52298.483  32.583
265        LU        C        2016  52953.979  32.987
266        LU        C        2017  52784.696  33.056
267        LU        C        2018  53724.131  33.655
268        LU        C        2019  53527.080  33.773
269        LU        C        2020  48639.254  33.196
270        LU        C        2021  50471.895  32.788
271       LU0        C        1995  56363.553  32.799
272       LU0        C        1996  55518.944  32.585
273       LU0        C        1997  57038.159  33.183
274       LU0        C        1998  57012.962  33.245
275       LU0        C        1999  57962.381  33.768
276       LU0        C        2000  58222.060  34.132
277       LU0        C        2001  58437.069  34.791
278       LU0        C        2002  57595.051  34.307
279       LU0        C        2003  58062.862  34.470
280       LU0        C        2004  57898.431  34.285
281       LU0        C        2005  56705.392  34.114
282       LU0        C        2006  56510.557  33.994
283       LU0        C        2007  55965.067  33.744
284       LU0        C        2008  56445.705  34.103
285       LU0        C        2009  50378.969  32.873
286       LU0        C        2010  52218.025  32.786
287       LU0        C        2011  53093.532  33.143
288       LU0        C        2012  51710.307  32.640
289       LU0        C        2013  50416.410  31.932
290       LU0        C        2014  50555.123  31.804
291       LU0        C        2015  52298.483  32.583
292       LU0        C        2016  52953.979  32.987
293       LU0        C        2017  52784.696  33.056
294       LU0        C        2018  53724.131  33.655
295       LU0        C        2019  53527.080  33.773
296       LU0        C        2020  48639.254  33.196
297       LU0        C        2021  50471.895  32.788
298      LU00        C        1995  56363.553  32.799
299      LU00        C        1996  55518.944  32.585
300      LU00        C        1997  57038.159  33.183
301      LU00        C        1998  57012.962  33.245
302      LU00        C        1999  57962.381  33.768
303      LU00        C        2000  58222.060  34.132
304      LU00        C        2001  58437.069  34.791
305      LU00        C        2002  57595.051  34.307
306      LU00        C        2003  58062.862  34.470
307      LU00        C        2004  57898.431  34.285
308      LU00        C        2005  56705.392  34.114
309      LU00        C        2006  56510.557  33.994
310      LU00        C        2007  55965.067  33.744
311      LU00        C        2008  56445.705  34.103
312      LU00        C        2009  50378.969  32.873
313      LU00        C        2010  52218.025  32.786
314      LU00        C        2011  53093.532  33.143
315      LU00        C        2012  51710.307  32.640
316      LU00        C        2013  50416.410  31.932
317      LU00        C        2014  50555.123  31.804
318      LU00        C        2015  52298.483  32.583
319      LU00        C        2016  52953.979  32.987
320      LU00        C        2017  52784.696  33.056
321      LU00        C        2018  53724.131  33.655
322      LU00        C        2019  53527.080  33.773
323      LU00        C        2020  48639.254  33.196
324      LU00        C        2021  50471.895  32.788
325        LU        F        1995  46544.870  25.159
326        LU        F        1996  45839.449  25.783
327        LU        F        1997  46205.717  26.029
328        LU        F        1998  46977.141  26.685
329        LU        F        1999  48611.045  27.358
330        LU        F        2000  50864.277  28.372
331        LU        F        2001  52578.974  29.841
332        LU        F        2002  53664.092  31.174
333        LU        F        2003  55232.024  32.040
334        LU        F        2004  57313.903  33.024
335        LU        F        2005  57820.196  34.288
336        LU        F        2006  60950.206  35.744
337        LU        F        2007  67077.369  37.633
338        LU        F        2008  69537.627  39.072
339        LU        F        2009  65753.185  38.644
340        LU        F        2010  64918.082  39.005
341        LU        F        2011  67582.595  39.867
342        LU        F        2012  67483.153  40.374
343        LU        F        2013  67695.177  40.576
344        LU        F        2014  71075.871  41.152
345        LU        F        2015  72088.121  41.899
346        LU        F        2016  74281.116  43.162
347        LU        F        2017  75608.258  44.417
348        LU        F        2018  73533.340  45.971
349        LU        F        2019  75867.362  47.765
350        LU        F        2020  72981.809  49.391
351        LU        F        2021  80881.614  51.245
352       LU0        F        1995  46544.870  25.159
353       LU0        F        1996  45839.449  25.783
354       LU0        F        1997  46205.717  26.029
355       LU0        F        1998  46977.141  26.685
356       LU0        F        1999  48611.045  27.358
357       LU0        F        2000  50864.277  28.372
358       LU0        F        2001  52578.974  29.841
359       LU0        F        2002  53664.092  31.174
360       LU0        F        2003  55232.024  32.040
361       LU0        F        2004  57313.903  33.024
362       LU0        F        2005  57820.196  34.288
363       LU0        F        2006  60950.206  35.744
364       LU0        F        2007  67077.369  37.633
365       LU0        F        2008  69537.627  39.072
366       LU0        F        2009  65753.185  38.644
367       LU0        F        2010  64918.082  39.005
368       LU0        F        2011  67582.595  39.867
369       LU0        F        2012  67483.153  40.374
370       LU0        F        2013  67695.177  40.576
371       LU0        F        2014  71075.871  41.152
372       LU0        F        2015  72088.121  41.899
373       LU0        F        2016  74281.116  43.162
374       LU0        F        2017  75608.258  44.417
375       LU0        F        2018  73533.340  45.971
376       LU0        F        2019  75867.362  47.765
377       LU0        F        2020  72981.809  49.391
378       LU0        F        2021  80881.614  51.245
379      LU00        F        1995  46544.870  25.159
380      LU00        F        1996  45839.449  25.783
381      LU00        F        1997  46205.717  26.029
382      LU00        F        1998  46977.141  26.685
383      LU00        F        1999  48611.045  27.358
384      LU00        F        2000  50864.277  28.372
385      LU00        F        2001  52578.974  29.841
386      LU00        F        2002  53664.092  31.174
387      LU00        F        2003  55232.024  32.040
388      LU00        F        2004  57313.903  33.024
389      LU00        F        2005  57820.196  34.288
390      LU00        F        2006  60950.206  35.744
391      LU00        F        2007  67077.369  37.633
392      LU00        F        2008  69537.627  39.072
393      LU00        F        2009  65753.185  38.644
394      LU00        F        2010  64918.082  39.005
395      LU00        F        2011  67582.595  39.867
396      LU00        F        2012  67483.153  40.374
397      LU00        F        2013  67695.177  40.576
398      LU00        F        2014  71075.871  41.152
399      LU00        F        2015  72088.121  41.899
400      LU00        F        2016  74281.116  43.162
401      LU00        F        2017  75608.258  44.417
402      LU00        F        2018  73533.340  45.971
403      LU00        F        2019  75867.362  47.765
404      LU00        F        2020  72981.809  49.391
405      LU00        F        2021  80881.614  51.245
406        LU      GTJ        1995 100722.909  63.111
407        LU      GTJ        1996 102890.693  64.756
408        LU      GTJ        1997 106788.507  66.863
409        LU      GTJ        1998 111695.652  69.486
410        LU      GTJ        1999 116901.331  72.979
411        LU      GTJ        2000 122574.720  76.113
412        LU      GTJ        2001 128483.345  80.208
413        LU      GTJ        2002 132441.582  82.362
414        LU      GTJ        2003 134109.397  83.471
415        LU      GTJ        2004 136134.581  84.922
416        LU      GTJ        2005 138089.975  86.860
417        LU      GTJ        2006 142001.027  89.299
418        LU      GTJ        2007 149023.103  93.182
419        LU      GTJ        2008 155048.513  96.976
420        LU      GTJ        2009 152467.813  97.802
421        LU      GTJ        2010 154886.681  99.154
422        LU      GTJ        2011 158772.524 102.605
423        LU      GTJ        2012 161396.936 104.862
424        LU      GTJ        2013 162757.565 106.392
425        LU      GTJ        2014 166042.110 108.639
426        LU      GTJ        2015 169246.140 110.070
427        LU      GTJ        2016 173219.171 112.734
428        LU      GTJ        2017 176863.436 115.727
429        LU      GTJ        2018 182401.727 119.392
430        LU      GTJ        2019 188249.950 124.013
431        LU      GTJ        2020 169822.441 124.513
432        LU      GTJ        2021 181545.088 125.740
433       LU0      GTJ        1995 100722.909  63.111
434       LU0      GTJ        1996 102890.693  64.756
435       LU0      GTJ        1997 106788.507  66.863
436       LU0      GTJ        1998 111695.652  69.486
437       LU0      GTJ        1999 116901.331  72.979
438       LU0      GTJ        2000 122574.720  76.113
439       LU0      GTJ        2001 128483.345  80.208
440       LU0      GTJ        2002 132441.582  82.362
441       LU0      GTJ        2003 134109.397  83.471
442       LU0      GTJ        2004 136134.581  84.922
443       LU0      GTJ        2005 138089.975  86.860
444       LU0      GTJ        2006 142001.027  89.299
445       LU0      GTJ        2007 149023.103  93.182
446       LU0      GTJ        2008 155048.513  96.976
447       LU0      GTJ        2009 152467.813  97.802
448       LU0      GTJ        2010 154886.681  99.154
449       LU0      GTJ        2011 158772.524 102.605
450       LU0      GTJ        2012 161396.936 104.862
451       LU0      GTJ        2013 162757.565 106.392
452       LU0      GTJ        2014 166042.110 108.639
453       LU0      GTJ        2015 169246.140 110.070
454       LU0      GTJ        2016 173219.171 112.734
455       LU0      GTJ        2017 176863.436 115.727
456       LU0      GTJ        2018 182401.727 119.392
457       LU0      GTJ        2019 188249.950 124.013
458       LU0      GTJ        2020 169822.441 124.513
459       LU0      GTJ        2021 181545.088 125.740
460      LU00      GTJ        1995 100722.909  63.111
461      LU00      GTJ        1996 102890.693  64.756
462      LU00      GTJ        1997 106788.507  66.863
463      LU00      GTJ        1998 111695.652  69.486
464      LU00      GTJ        1999 116901.331  72.979
465      LU00      GTJ        2000 122574.720  76.113
466      LU00      GTJ        2001 128483.345  80.208
467      LU00      GTJ        2002 132441.582  82.362
468      LU00      GTJ        2003 134109.397  83.471
469      LU00      GTJ        2004 136134.581  84.922
470      LU00      GTJ        2005 138089.975  86.860
471      LU00      GTJ        2006 142001.027  89.299
472      LU00      GTJ        2007 149023.103  93.182
473      LU00      GTJ        2008 155048.513  96.976
474      LU00      GTJ        2009 152467.813  97.802
475      LU00      GTJ        2010 154886.681  99.154
476      LU00      GTJ        2011 158772.524 102.605
477      LU00      GTJ        2012 161396.936 104.862
478      LU00      GTJ        2013 162757.565 106.392
479      LU00      GTJ        2014 166042.110 108.639
480      LU00      GTJ        2015 169246.140 110.070
481      LU00      GTJ        2016 173219.171 112.734
482      LU00      GTJ        2017 176863.436 115.727
483      LU00      GTJ        2018 182401.727 119.392
484      LU00      GTJ        2019 188249.950 124.013
485      LU00      GTJ        2020 169822.441 124.513
486      LU00      GTJ        2021 181545.088 125.740
487        LU      GTI        1995  91760.472  57.641
488        LU      GTI        1996  92967.666  58.705
489        LU      GTI        1997  96281.200  60.476
490        LU      GTI        1998  99859.200  62.370
491        LU      GTI        1999 103779.700  65.069
492        LU      GTI        2000 107883.900  67.239
493        LU      GTI        2001 112259.500  70.364
494        LU      GTI        2002 116069.700  72.430
495        LU      GTI        2003 118050.860  73.668
496        LU      GTI        2004 119796.397  74.948
497        LU      GTI        2005 120768.297  76.289
498        LU      GTI        2006 123205.197  77.829
499        LU      GTI        2007 127906.800  80.382
500        LU      GTI        2008 132427.797  83.322
501        LU      GTI        2009 129989.100  83.774
502        LU      GTI        2010 132070.000  84.936
503        LU      GTI        2011 134712.400  87.571
504        LU      GTI        2012 136732.299  89.521
505        LU      GTI        2013 137628.198  90.630
506        LU      GTI        2014 140010.600  92.319
507        LU      GTI        2015 142228.245  93.265
508        LU      GTI        2016 144935.364  95.062
509        LU      GTI        2017 147236.985  97.118
510        LU      GTI        2018 151430.529 100.025
511        LU      GTI        2019 156504.388 103.927
512        LU      GTI        2020 138452.621 104.160
513        LU      GTI        2021 148036.922 104.757
514       LU0      GTI        1995  91760.472  57.641
515       LU0      GTI        1996  92967.666  58.705
516       LU0      GTI        1997  96281.200  60.476
517       LU0      GTI        1998  99859.200  62.370
518       LU0      GTI        1999 103779.700  65.069
519       LU0      GTI        2000 107883.900  67.239
520       LU0      GTI        2001 112259.500  70.364
521       LU0      GTI        2002 116069.700  72.430
522       LU0      GTI        2003 118050.860  73.668
523       LU0      GTI        2004 119796.397  74.948
524       LU0      GTI        2005 120768.297  76.289
525       LU0      GTI        2006 123205.197  77.829
526       LU0      GTI        2007 127906.800  80.382
527       LU0      GTI        2008 132427.797  83.322
528       LU0      GTI        2009 129989.100  83.774
529       LU0      GTI        2010 132070.000  84.936
530       LU0      GTI        2011 134712.400  87.571
531       LU0      GTI        2012 136732.299  89.521
532       LU0      GTI        2013 137628.198  90.630
533       LU0      GTI        2014 140010.600  92.319
534       LU0      GTI        2015 142228.245  93.265
535       LU0      GTI        2016 144935.364  95.062
536       LU0      GTI        2017 147236.985  97.118
537       LU0      GTI        2018 151430.529 100.025
538       LU0      GTI        2019 156504.388 103.927
539       LU0      GTI        2020 138452.621 104.160
540       LU0      GTI        2021 148036.922 104.757
541      LU00      GTI        1995  91760.472  57.641
542      LU00      GTI        1996  92967.666  58.705
543      LU00      GTI        1997  96281.200  60.476
544      LU00      GTI        1998  99859.200  62.370
545      LU00      GTI        1999 103779.700  65.069
546      LU00      GTI        2000 107883.900  67.239
547      LU00      GTI        2001 112259.500  70.364
548      LU00      GTI        2002 116069.700  72.430
549      LU00      GTI        2003 118050.860  73.668
550      LU00      GTI        2004 119796.397  74.948
551      LU00      GTI        2005 120768.297  76.289
552      LU00      GTI        2006 123205.197  77.829
553      LU00      GTI        2007 127906.800  80.382
554      LU00      GTI        2008 132427.797  83.322
555      LU00      GTI        2009 129989.100  83.774
556      LU00      GTI        2010 132070.000  84.936
557      LU00      GTI        2011 134712.400  87.571
558      LU00      GTI        2012 136732.299  89.521
559      LU00      GTI        2013 137628.198  90.630
560      LU00      GTI        2014 140010.600  92.319
561      LU00      GTI        2015 142228.245  93.265
562      LU00      GTI        2016 144935.364  95.062
563      LU00      GTI        2017 147236.985  97.118
564      LU00      GTI        2018 151430.529 100.025
565      LU00      GTI        2019 156504.388 103.927
566      LU00      GTI        2020 138452.621 104.160
567      LU00      GTI        2021 148036.922 104.757
568        LU        J        1995   8962.437   5.470
569        LU        J        1996   9923.027   6.051
570        LU        J        1997  10507.307   6.388
571        LU        J        1998  11836.452   7.116
572        LU        J        1999  13121.631   7.911
573        LU        J        2000  14690.820   8.874
574        LU        J        2001  16223.845   9.844
575        LU        J        2002  16371.882   9.932
576        LU        J        2003  16058.537   9.803
577        LU        J        2004  16338.184   9.974
578        LU        J        2005  17321.678  10.571
579        LU        J        2006  18795.830  11.471
580        LU        J        2007  21116.303  12.799
581        LU        J        2008  22620.716  13.654
582        LU        J        2009  22478.713  14.029
583        LU        J        2010  22816.681  14.217
584        LU        J        2011  24060.124  15.034
585        LU        J        2012  24664.638  15.341
586        LU        J        2013  25129.367  15.762
587        LU        J        2014  26031.510  16.320
588        LU        J        2015  27017.895  16.805
589        LU        J        2016  28283.807  17.672
590        LU        J        2017  29626.451  18.609
591        LU        J        2018  30971.198  19.367
592        LU        J        2019  31745.561  20.086
593        LU        J        2020  31369.820  20.353
594        LU        J        2021  33508.166  20.983
595       LU0        J        1995   8962.437   5.470
596       LU0        J        1996   9923.027   6.051
597       LU0        J        1997  10507.307   6.388
598       LU0        J        1998  11836.452   7.116
599       LU0        J        1999  13121.631   7.911
600       LU0        J        2000  14690.820   8.874
601       LU0        J        2001  16223.845   9.844
602       LU0        J        2002  16371.882   9.932
603       LU0        J        2003  16058.537   9.803
604       LU0        J        2004  16338.184   9.974
605       LU0        J        2005  17321.678  10.571
606       LU0        J        2006  18795.830  11.471
607       LU0        J        2007  21116.303  12.799
608       LU0        J        2008  22620.716  13.654
609       LU0        J        2009  22478.713  14.029
610       LU0        J        2010  22816.681  14.217
611       LU0        J        2011  24060.124  15.034
612       LU0        J        2012  24664.638  15.341
613       LU0        J        2013  25129.367  15.762
614       LU0        J        2014  26031.510  16.320
615       LU0        J        2015  27017.895  16.805
616       LU0        J        2016  28283.807  17.672
617       LU0        J        2017  29626.451  18.609
618       LU0        J        2018  30971.198  19.367
619       LU0        J        2019  31745.561  20.086
620       LU0        J        2020  31369.820  20.353
621       LU0        J        2021  33508.166  20.983
622      LU00        J        1995   8962.437   5.470
623      LU00        J        1996   9923.027   6.051
624      LU00        J        1997  10507.307   6.388
625      LU00        J        1998  11836.452   7.116
626      LU00        J        1999  13121.631   7.911
627      LU00        J        2000  14690.820   8.874
628      LU00        J        2001  16223.845   9.844
629      LU00        J        2002  16371.882   9.932
630      LU00        J        2003  16058.537   9.803
631      LU00        J        2004  16338.184   9.974
632      LU00        J        2005  17321.678  10.571
633      LU00        J        2006  18795.830  11.471
634      LU00        J        2007  21116.303  12.799
635      LU00        J        2008  22620.716  13.654
636      LU00        J        2009  22478.713  14.029
637      LU00        J        2010  22816.681  14.217
638      LU00        J        2011  24060.124  15.034
639      LU00        J        2012  24664.638  15.341
640      LU00        J        2013  25129.367  15.762
641      LU00        J        2014  26031.510  16.320
642      LU00        J        2015  27017.895  16.805
643      LU00        J        2016  28283.807  17.672
644      LU00        J        2017  29626.451  18.609
645      LU00        J        2018  30971.198  19.367
646      LU00        J        2019  31745.561  20.086
647      LU00        J        2020  31369.820  20.353
648      LU00        J        2021  33508.166  20.983
649        LU      KTN        1995  63774.286  41.505
650        LU      KTN        1996  65848.638  43.327
651        LU      KTN        1997  70420.145  45.691
652        LU      KTN        1998  77423.698  49.855
653        LU      KTN        1999  86296.135  55.599
654        LU      KTN        2000  96919.073  61.538
655        LU      KTN        2001 106245.020  67.812
656        LU      KTN        2002 108982.017  69.594
657        LU      KTN        2003 109193.150  70.046
658        LU      KTN        2004 111512.161  71.983
659        LU      KTN        2005 115689.011  74.901
660        LU      KTN        2006 124095.454  80.130
661        LU      KTN        2007 134913.017  86.568
662        LU      KTN        2008 146693.138  93.913
663        LU      KTN        2009 140070.057  94.416
664        LU      KTN        2010 142862.668  96.113
665        LU      KTN        2011 146202.977  98.431
666        LU      KTN        2012 150843.131 101.216
667        LU      KTN        2013 153942.500 103.733
668        LU      KTN        2014 159755.946 107.545
669        LU      KTN        2015 167494.579 111.864
670        LU      KTN        2016 176003.121 117.694
671        LU      KTN        2017 183764.632 123.848
672        LU      KTN        2018 193132.033 129.965
673        LU      KTN        2019 200601.041 135.302
674        LU      KTN        2020 197797.594 136.996
675        LU      KTN        2021 212221.583 142.599
676       LU0      KTN        1995  63774.286  41.505
677       LU0      KTN        1996  65848.638  43.327
678       LU0      KTN        1997  70420.145  45.691
679       LU0      KTN        1998  77423.698  49.855
680       LU0      KTN        1999  86296.135  55.599
681       LU0      KTN        2000  96919.073  61.538
682       LU0      KTN        2001 106245.020  67.812
683       LU0      KTN        2002 108982.017  69.594
684       LU0      KTN        2003 109193.150  70.046
685       LU0      KTN        2004 111512.161  71.983
686       LU0      KTN        2005 115689.011  74.901
687       LU0      KTN        2006 124095.454  80.130
688       LU0      KTN        2007 134913.017  86.568
689       LU0      KTN        2008 146693.138  93.913
690       LU0      KTN        2009 140070.057  94.416
691       LU0      KTN        2010 142862.668  96.113
692       LU0      KTN        2011 146202.977  98.431
693       LU0      KTN        2012 150843.131 101.216
694       LU0      KTN        2013 153942.500 103.733
695       LU0      KTN        2014 159755.946 107.545
696       LU0      KTN        2015 167494.579 111.864
697       LU0      KTN        2016 176003.121 117.694
698       LU0      KTN        2017 183764.632 123.848
699       LU0      KTN        2018 193132.033 129.965
700       LU0      KTN        2019 200601.041 135.302
701       LU0      KTN        2020 197797.594 136.996
702       LU0      KTN        2021 212221.583 142.599
703      LU00      KTN        1995  63774.286  41.505
704      LU00      KTN        1996  65848.638  43.327
705      LU00      KTN        1997  70420.145  45.691
706      LU00      KTN        1998  77423.698  49.855
707      LU00      KTN        1999  86296.135  55.599
708      LU00      KTN        2000  96919.073  61.538
709      LU00      KTN        2001 106245.020  67.812
710      LU00      KTN        2002 108982.017  69.594
711      LU00      KTN        2003 109193.150  70.046
712      LU00      KTN        2004 111512.161  71.983
713      LU00      KTN        2005 115689.011  74.901
714      LU00      KTN        2006 124095.454  80.130
715      LU00      KTN        2007 134913.017  86.568
716      LU00      KTN        2008 146693.138  93.913
717      LU00      KTN        2009 140070.057  94.416
718      LU00      KTN        2010 142862.668  96.113
719      LU00      KTN        2011 146202.977  98.431
720      LU00      KTN        2012 150843.131 101.216
721      LU00      KTN        2013 153942.500 103.733
722      LU00      KTN        2014 159755.946 107.545
723      LU00      KTN        2015 167494.579 111.864
724      LU00      KTN        2016 176003.121 117.694
725      LU00      KTN        2017 183764.632 123.848
726      LU00      KTN        2018 193132.033 129.965
727      LU00      KTN        2019 200601.041 135.302
728      LU00      KTN        2020 197797.594 136.996
729      LU00      KTN        2021 212221.583 142.599
730        LU        K        1995  36189.900  22.493
731        LU        K        1996  36700.500  23.011
732        LU        K        1997  38453.800  23.952
733        LU        K        1998  41171.200  25.462
734        LU        K        1999  44652.100  27.480
735        LU        K        2000  48890.200  30.077
736        LU        K        2001  53657.700  33.217
737        LU        K        2002  53540.200  33.492
738        LU        K        2003  52300.000  33.174
739        LU        K        2004  52037.400  33.496
740        LU        K        2005  53377.200  34.231
741        LU        K        2006  56082.900  35.956
742        LU        K        2007  60287.300  38.492
743        LU        K        2008  64691.800  41.205
744        LU        K        2009  61820.200  41.157
745        LU        K        2010  61403.800  40.806
746        LU        K        2011  62200.700  41.346
747        LU        K        2012  63673.300  41.970
748        LU        K        2013  63893.100  42.328
749        LU        K        2014  65002.200  43.095
750        LU        K        2015  66731.690  43.933
751        LU        K        2016  68245.058  44.962
752        LU        K        2017  69496.262  46.160
753        LU        K        2018  71679.500  47.540
754        LU        K        2019  74036.300  49.200
755        LU        K        2020  75895.100  49.850
756        LU        K        2021  78368.200  51.209
757       LU0        K        1995  36189.900  22.493
758       LU0        K        1996  36700.500  23.011
759       LU0        K        1997  38453.800  23.952
760       LU0        K        1998  41171.200  25.462
761       LU0        K        1999  44652.100  27.480
762       LU0        K        2000  48890.200  30.077
763       LU0        K        2001  53657.700  33.217
764       LU0        K        2002  53540.200  33.492
765       LU0        K        2003  52300.000  33.174
766       LU0        K        2004  52037.400  33.496
767       LU0        K        2005  53377.200  34.231
768       LU0        K        2006  56082.900  35.956
769       LU0        K        2007  60287.300  38.492
770       LU0        K        2008  64691.800  41.205
771       LU0        K        2009  61820.200  41.157
772       LU0        K        2010  61403.800  40.806
773       LU0        K        2011  62200.700  41.346
774       LU0        K        2012  63673.300  41.970
775       LU0        K        2013  63893.100  42.328
776       LU0        K        2014  65002.200  43.095
777       LU0        K        2015  66731.690  43.933
778       LU0        K        2016  68245.058  44.962
779       LU0        K        2017  69496.262  46.160
780       LU0        K        2018  71679.500  47.540
781       LU0        K        2019  74036.300  49.200
782       LU0        K        2020  75895.100  49.850
783       LU0        K        2021  78368.200  51.209
784      LU00        K        1995  36189.900  22.493
785      LU00        K        1996  36700.500  23.011
786      LU00        K        1997  38453.800  23.952
787      LU00        K        1998  41171.200  25.462
788      LU00        K        1999  44652.100  27.480
789      LU00        K        2000  48890.200  30.077
790      LU00        K        2001  53657.700  33.217
791      LU00        K        2002  53540.200  33.492
792      LU00        K        2003  52300.000  33.174
793      LU00        K        2004  52037.400  33.496
794      LU00        K        2005  53377.200  34.231
795      LU00        K        2006  56082.900  35.956
796      LU00        K        2007  60287.300  38.492
797      LU00        K        2008  64691.800  41.205
798      LU00        K        2009  61820.200  41.157
799      LU00        K        2010  61403.800  40.806
800      LU00        K        2011  62200.700  41.346
801      LU00        K        2012  63673.300  41.970
802      LU00        K        2013  63893.100  42.328
803      LU00        K        2014  65002.200  43.095
804      LU00        K        2015  66731.690  43.933
805      LU00        K        2016  68245.058  44.962
806      LU00        K        2017  69496.262  46.160
807      LU00        K        2018  71679.500  47.540
808      LU00        K        2019  74036.300  49.200
809      LU00        K        2020  75895.100  49.850
810      LU00        K        2021  78368.200  51.209
811        LU        L        1995   1015.465   0.708
812        LU        L        1996   1543.344   1.069
813        LU        L        1997   1722.835   1.187
814        LU        L        1998   1894.188   1.282
815        LU        L        1999   1968.762   1.335
816        LU        L        2000   2120.942   1.444
817        LU        L        2001   2462.370   1.674
818        LU        L        2002   2491.114   1.659
819        LU        L        2003   2613.527   1.741
820        LU        L        2004   2721.622   1.796
821        LU        L        2005   3487.573   2.292
822        LU        L        2006   3800.215   2.480
823        LU        L        2007   4107.991   2.695
824        LU        L        2008   4144.708   2.837
825        LU        L        2009   4325.192   2.991
826        LU        L        2010   4250.442   3.026
827        LU        L        2011   4479.611   3.132
828        LU        L        2012   4650.019   3.319
829        LU        L        2013   5161.635   3.568
830        LU        L        2014   5296.141   3.782
831        LU        L        2015   5669.746   3.987
832        LU        L        2016   5933.683   4.188
833        LU        L        2017   6225.977   4.385
834        LU        L        2018   6880.000   4.778
835        LU        L        2019   7392.618   5.156
836        LU        L        2020   6929.798   5.304
837        LU        L        2021   7653.440   5.349
838       LU0        L        1995   1015.465   0.708
839       LU0        L        1996   1543.344   1.069
840       LU0        L        1997   1722.835   1.187
841       LU0        L        1998   1894.188   1.282
842       LU0        L        1999   1968.762   1.335
843       LU0        L        2000   2120.942   1.444
844       LU0        L        2001   2462.370   1.674
845       LU0        L        2002   2491.114   1.659
846       LU0        L        2003   2613.527   1.741
847       LU0        L        2004   2721.622   1.796
848       LU0        L        2005   3487.573   2.292
849       LU0        L        2006   3800.215   2.480
850       LU0        L        2007   4107.991   2.695
851       LU0        L        2008   4144.708   2.837
852       LU0        L        2009   4325.192   2.991
853       LU0        L        2010   4250.442   3.026
854       LU0        L        2011   4479.611   3.132
855       LU0        L        2012   4650.019   3.319
856       LU0        L        2013   5161.635   3.568
857       LU0        L        2014   5296.141   3.782
858       LU0        L        2015   5669.746   3.987
859       LU0        L        2016   5933.683   4.188
860       LU0        L        2017   6225.977   4.385
861       LU0        L        2018   6880.000   4.778
862       LU0        L        2019   7392.618   5.156
863       LU0        L        2020   6929.798   5.304
864       LU0        L        2021   7653.440   5.349
865      LU00        L        1995   1015.465   0.708
866      LU00        L        1996   1543.344   1.069
867      LU00        L        1997   1722.835   1.187
868      LU00        L        1998   1894.188   1.282
869      LU00        L        1999   1968.762   1.335
870      LU00        L        2000   2120.942   1.444
871      LU00        L        2001   2462.370   1.674
872      LU00        L        2002   2491.114   1.659
873      LU00        L        2003   2613.527   1.741
874      LU00        L        2004   2721.622   1.796
875      LU00        L        2005   3487.573   2.292
876      LU00        L        2006   3800.215   2.480
877      LU00        L        2007   4107.991   2.695
878      LU00        L        2008   4144.708   2.837
879      LU00        L        2009   4325.192   2.991
880      LU00        L        2010   4250.442   3.026
881      LU00        L        2011   4479.611   3.132
882      LU00        L        2012   4650.019   3.319
883      LU00        L        2013   5161.635   3.568
884      LU00        L        2014   5296.141   3.782
885      LU00        L        2015   5669.746   3.987
886      LU00        L        2016   5933.683   4.188
887      LU00        L        2017   6225.977   4.385
888      LU00        L        2018   6880.000   4.778
889      LU00        L        2019   7392.618   5.156
890      LU00        L        2020   6929.798   5.304
891      LU00        L        2021   7653.440   5.349
892        LU      M_N        1995  26568.920  18.304
893        LU      M_N        1996  27604.793  19.247
894        LU      M_N        1997  30243.510  20.552
895        LU      M_N        1998  34358.310  23.111
896        LU      M_N        1999  39675.274  26.785
897        LU      M_N        2000  45907.931  30.017
898        LU      M_N        2001  50124.951  32.921
899        LU      M_N        2002  52950.702  34.443
900        LU      M_N        2003  54279.622  35.131
901        LU      M_N        2004  56753.139  36.691
902        LU      M_N        2005  58824.239  38.378
903        LU      M_N        2006  64212.339  41.694
904        LU      M_N        2007  70517.726  45.381
905        LU      M_N        2008  77856.629  49.871
906        LU      M_N        2009  73924.665  50.269
907        LU      M_N        2010  77208.427  52.281
908        LU      M_N        2011  79522.666  53.953
909        LU      M_N        2012  82519.812  55.927
910        LU      M_N        2013  84887.765  57.837
911        LU      M_N        2014  89457.605  60.668
912        LU      M_N        2015  95093.143  63.943
913        LU      M_N        2016 101824.380  68.544
914        LU      M_N        2017 108042.393  73.303
915        LU      M_N        2018 114572.533  77.647
916        LU      M_N        2019 119172.123  80.946
917        LU      M_N        2020 114972.696  81.842
918        LU      M_N        2021 126199.943  86.041
919       LU0      M_N        1995  26568.920  18.304
920       LU0      M_N        1996  27604.793  19.247
921       LU0      M_N        1997  30243.510  20.552
922       LU0      M_N        1998  34358.310  23.111
923       LU0      M_N        1999  39675.274  26.785
924       LU0      M_N        2000  45907.931  30.017
925       LU0      M_N        2001  50124.951  32.921
926       LU0      M_N        2002  52950.702  34.443
927       LU0      M_N        2003  54279.622  35.131
928       LU0      M_N        2004  56753.139  36.691
929       LU0      M_N        2005  58824.239  38.378
930       LU0      M_N        2006  64212.339  41.694
931       LU0      M_N        2007  70517.726  45.381
932       LU0      M_N        2008  77856.629  49.871
933       LU0      M_N        2009  73924.665  50.269
934       LU0      M_N        2010  77208.427  52.281
935       LU0      M_N        2011  79522.666  53.953
936       LU0      M_N        2012  82519.812  55.927
937       LU0      M_N        2013  84887.765  57.837
938       LU0      M_N        2014  89457.605  60.668
939       LU0      M_N        2015  95093.143  63.943
940       LU0      M_N        2016 101824.380  68.544
941       LU0      M_N        2017 108042.393  73.303
942       LU0      M_N        2018 114572.533  77.647
943       LU0      M_N        2019 119172.123  80.946
944       LU0      M_N        2020 114972.696  81.842
945       LU0      M_N        2021 126199.943  86.041
946      LU00      M_N        1995  26568.920  18.304
947      LU00      M_N        1996  27604.793  19.247
948      LU00      M_N        1997  30243.510  20.552
949      LU00      M_N        1998  34358.310  23.111
950      LU00      M_N        1999  39675.274  26.785
951      LU00      M_N        2000  45907.931  30.017
952      LU00      M_N        2001  50124.951  32.921
953      LU00      M_N        2002  52950.702  34.443
954      LU00      M_N        2003  54279.622  35.131
955      LU00      M_N        2004  56753.139  36.691
956      LU00      M_N        2005  58824.239  38.378
957      LU00      M_N        2006  64212.339  41.694
958      LU00      M_N        2007  70517.726  45.381
959      LU00      M_N        2008  77856.629  49.871
960      LU00      M_N        2009  73924.665  50.269
961      LU00      M_N        2010  77208.427  52.281
962      LU00      M_N        2011  79522.666  53.953
963      LU00      M_N        2012  82519.812  55.927
964      LU00      M_N        2013  84887.765  57.837
965      LU00      M_N        2014  89457.605  60.668
966      LU00      M_N        2015  95093.143  63.943
967      LU00      M_N        2016 101824.380  68.544
968      LU00      M_N        2017 108042.393  73.303
969      LU00      M_N        2018 114572.533  77.647
970      LU00      M_N        2019 119172.123  80.946
971      LU00      M_N        2020 114972.696  81.842
972      LU00      M_N        2021 126199.943  86.041
973        LU      OTU        1995  68057.050  45.295
974        LU      OTU        1996  69830.952  47.274
975        LU      OTU        1997  72839.916  49.132
976        LU      OTU        1998  76013.541  51.850
977        LU      OTU        1999  76807.907  52.389
978        LU      OTU        2000  80872.230  55.099
979        LU      OTU        2001  84936.961  57.895
980        LU      OTU        2002  89007.321  60.907
981        LU      OTU        2003  93707.639  64.083
982        LU      OTU        2004  98757.051  66.987
983        LU      OTU        2005 100666.718  69.226
984        LU      OTU        2006 103880.296  71.890
985        LU      OTU        2007 106827.274  73.853
986        LU      OTU        2008 110988.362  76.669
987        LU      OTU        2009 113781.734  80.433
988        LU      OTU        2010 118490.705  83.572
989        LU      OTU        2011 123704.321  87.400
990        LU      OTU        2012 129368.421  91.304
991        LU      OTU        2013 134029.534  94.990
992        LU      OTU        2014 137938.628  97.974
993        LU      OTU        2015 142350.193 100.764
994        LU      OTU        2016 144892.247 102.758
995        LU      OTU        2017 150266.368 106.865
996        LU      OTU        2018 155475.699 110.320
997        LU      OTU        2019 160682.053 114.052
998        LU      OTU        2020 161947.092 118.739
999        LU      OTU        2021 173954.047 124.209
1000      LU0      OTU        1995  68057.050  45.295
1001      LU0      OTU        1996  69830.952  47.274
1002      LU0      OTU        1997  72839.916  49.132
1003      LU0      OTU        1998  76013.541  51.850
1004      LU0      OTU        1999  76807.907  52.389
1005      LU0      OTU        2000  80872.230  55.099
1006      LU0      OTU        2001  84936.961  57.895
1007      LU0      OTU        2002  89007.321  60.907
1008      LU0      OTU        2003  93707.639  64.083
1009      LU0      OTU        2004  98757.051  66.987
1010      LU0      OTU        2005 100666.718  69.226
1011      LU0      OTU        2006 103880.296  71.890
1012      LU0      OTU        2007 106827.274  73.853
1013      LU0      OTU        2008 110988.362  76.669
1014      LU0      OTU        2009 113781.734  80.433
1015      LU0      OTU        2010 118490.705  83.572
1016      LU0      OTU        2011 123704.321  87.400
1017      LU0      OTU        2012 129368.421  91.304
1018      LU0      OTU        2013 134029.534  94.990
1019      LU0      OTU        2014 137938.628  97.974
1020      LU0      OTU        2015 142350.193 100.764
1021      LU0      OTU        2016 144892.247 102.758
1022      LU0      OTU        2017 150266.368 106.865
1023      LU0      OTU        2018 155475.699 110.320
1024      LU0      OTU        2019 160682.053 114.052
1025      LU0      OTU        2020 161947.092 118.739
1026      LU0      OTU        2021 173954.047 124.209
1027     LU00      OTU        1995  68057.050  45.295
1028     LU00      OTU        1996  69830.952  47.274
1029     LU00      OTU        1997  72839.916  49.132
1030     LU00      OTU        1998  76013.541  51.850
1031     LU00      OTU        1999  76807.907  52.389
1032     LU00      OTU        2000  80872.230  55.099
1033     LU00      OTU        2001  84936.961  57.895
1034     LU00      OTU        2002  89007.321  60.907
1035     LU00      OTU        2003  93707.639  64.083
1036     LU00      OTU        2004  98757.051  66.987
1037     LU00      OTU        2005 100666.718  69.226
1038     LU00      OTU        2006 103880.296  71.890
1039     LU00      OTU        2007 106827.274  73.853
1040     LU00      OTU        2008 110988.362  76.669
1041     LU00      OTU        2009 113781.734  80.433
1042     LU00      OTU        2010 118490.705  83.572
1043     LU00      OTU        2011 123704.321  87.400
1044     LU00      OTU        2012 129368.421  91.304
1045     LU00      OTU        2013 134029.534  94.990
1046     LU00      OTU        2014 137938.628  97.974
1047     LU00      OTU        2015 142350.193 100.764
1048     LU00      OTU        2016 144892.247 102.758
1049     LU00      OTU        2017 150266.368 106.865
1050     LU00      OTU        2018 155475.699 110.320
1051     LU00      OTU        2019 160682.053 114.052
1052     LU00      OTU        2020 161947.092 118.739
1053     LU00      OTU        2021 173954.047 124.209
1054       LU      OTQ        1995  53533.222  35.657
1055       LU      OTQ        1996  54748.168  36.963
1056       LU      OTQ        1997  57293.107  38.383
1057       LU      OTQ        1998  60137.264  40.859
1058       LU      OTQ        1999  61024.980  41.485
1059       LU      OTQ        2000  64953.418  44.091
1060       LU      OTQ        2001  68309.680  46.419
1061       LU      OTQ        2002  71954.594  49.059
1062       LU      OTQ        2003  76220.497  52.070
1063       LU      OTQ        2004  80827.452  54.571
1064       LU      OTQ        2005  82228.860  56.669
1065       LU      OTQ        2006  84415.740  58.570
1066       LU      OTQ        2007  86975.344  60.362
1067       LU      OTQ        2008  90341.583  62.683
1068       LU      OTQ        2009  92521.654  65.881
1069       LU      OTQ        2010  96603.299  68.521
1070       LU      OTQ        2011 101068.422  71.827
1071       LU      OTQ        2012 106204.191  75.299
1072       LU      OTQ        2013 110457.841  78.679
1073       LU      OTQ        2014 113471.165  81.173
1074       LU      OTQ        2015 117499.693  83.630
1075       LU      OTQ        2016 119566.286  85.471
1076       LU      OTQ        2017 124259.697  88.997
1077       LU      OTQ        2018 128854.856  92.059
1078       LU      OTQ        2019 133509.414  95.473
1079       LU      OTQ        2020 136621.473  99.915
1080       LU      OTQ        2021 145563.516 104.611
1081      LU0      OTQ        1995  53533.222  35.657
1082      LU0      OTQ        1996  54748.168  36.963
1083      LU0      OTQ        1997  57293.107  38.383
1084      LU0      OTQ        1998  60137.264  40.859
1085      LU0      OTQ        1999  61024.980  41.485
1086      LU0      OTQ        2000  64953.418  44.091
1087      LU0      OTQ        2001  68309.680  46.419
1088      LU0      OTQ        2002  71954.594  49.059
1089      LU0      OTQ        2003  76220.497  52.070
1090      LU0      OTQ        2004  80827.452  54.571
1091      LU0      OTQ        2005  82228.860  56.669
1092      LU0      OTQ        2006  84415.740  58.570
1093      LU0      OTQ        2007  86975.344  60.362
1094      LU0      OTQ        2008  90341.583  62.683
1095      LU0      OTQ        2009  92521.654  65.881
1096      LU0      OTQ        2010  96603.299  68.521
1097      LU0      OTQ        2011 101068.422  71.827
1098      LU0      OTQ        2012 106204.191  75.299
1099      LU0      OTQ        2013 110457.841  78.679
1100      LU0      OTQ        2014 113471.165  81.173
1101      LU0      OTQ        2015 117499.693  83.630
1102      LU0      OTQ        2016 119566.286  85.471
1103      LU0      OTQ        2017 124259.697  88.997
1104      LU0      OTQ        2018 128854.856  92.059
1105      LU0      OTQ        2019 133509.414  95.473
1106      LU0      OTQ        2020 136621.473  99.915
1107      LU0      OTQ        2021 145563.516 104.611
1108     LU00      OTQ        1995  53533.222  35.657
1109     LU00      OTQ        1996  54748.168  36.963
1110     LU00      OTQ        1997  57293.107  38.383
1111     LU00      OTQ        1998  60137.264  40.859
1112     LU00      OTQ        1999  61024.980  41.485
1113     LU00      OTQ        2000  64953.418  44.091
1114     LU00      OTQ        2001  68309.680  46.419
1115     LU00      OTQ        2002  71954.594  49.059
1116     LU00      OTQ        2003  76220.497  52.070
1117     LU00      OTQ        2004  80827.452  54.571
1118     LU00      OTQ        2005  82228.860  56.669
1119     LU00      OTQ        2006  84415.740  58.570
1120     LU00      OTQ        2007  86975.344  60.362
1121     LU00      OTQ        2008  90341.583  62.683
1122     LU00      OTQ        2009  92521.654  65.881
1123     LU00      OTQ        2010  96603.299  68.521
1124     LU00      OTQ        2011 101068.422  71.827
1125     LU00      OTQ        2012 106204.191  75.299
1126     LU00      OTQ        2013 110457.841  78.679
1127     LU00      OTQ        2014 113471.165  81.173
1128     LU00      OTQ        2015 117499.693  83.630
1129     LU00      OTQ        2016 119566.286  85.471
1130     LU00      OTQ        2017 124259.697  88.997
1131     LU00      OTQ        2018 128854.856  92.059
1132     LU00      OTQ        2019 133509.414  95.473
1133     LU00      OTQ        2020 136621.473  99.915
1134     LU00      OTQ        2021 145563.516 104.611
1135       LU      RTU        1995  14523.828   9.638
1136       LU      RTU        1996  15082.784  10.312
1137       LU      RTU        1997  15546.809  10.750
1138       LU      RTU        1998  15876.277  10.991
1139       LU      RTU        1999  15782.928  10.904
1140       LU      RTU        2000  15918.812  11.007
1141       LU      RTU        2001  16627.281  11.477
1142       LU      RTU        2002  17052.726  11.848
1143       LU      RTU        2003  17487.142  12.014
1144       LU      RTU        2004  17929.598  12.416
1145       LU      RTU        2005  18437.858  12.557
1146       LU      RTU        2006  19464.556  13.319
1147       LU      RTU        2007  19851.929  13.491
1148       LU      RTU        2008  20646.780  13.986
1149       LU      RTU        2009  21260.079  14.551
1150       LU      RTU        2010  21887.406  15.051
1151       LU      RTU        2011  22635.900  15.573
1152       LU      RTU        2012  23164.229  16.005
1153       LU      RTU        2013  23571.693  16.311
1154       LU      RTU        2014  24467.463  16.801
1155       LU      RTU        2015  24850.501  17.134
1156       LU      RTU        2016  25325.961  17.288
1157       LU      RTU        2017  26006.671  17.868
1158       LU      RTU        2018  26620.844  18.261
1159       LU      RTU        2019  27172.640  18.579
1160       LU      RTU        2020  25325.620  18.824
1161       LU      RTU        2021  28390.530  19.597
1162      LU0      RTU        1995  14523.828   9.638
1163      LU0      RTU        1996  15082.784  10.312
1164      LU0      RTU        1997  15546.809  10.750
1165      LU0      RTU        1998  15876.277  10.991
1166      LU0      RTU        1999  15782.928  10.904
1167      LU0      RTU        2000  15918.812  11.007
1168      LU0      RTU        2001  16627.281  11.477
1169      LU0      RTU        2002  17052.726  11.848
1170      LU0      RTU        2003  17487.142  12.014
1171      LU0      RTU        2004  17929.598  12.416
1172      LU0      RTU        2005  18437.858  12.557
1173      LU0      RTU        2006  19464.556  13.319
1174      LU0      RTU        2007  19851.929  13.491
1175      LU0      RTU        2008  20646.780  13.986
1176      LU0      RTU        2009  21260.079  14.551
1177      LU0      RTU        2010  21887.406  15.051
1178      LU0      RTU        2011  22635.900  15.573
1179      LU0      RTU        2012  23164.229  16.005
1180      LU0      RTU        2013  23571.693  16.311
1181      LU0      RTU        2014  24467.463  16.801
1182      LU0      RTU        2015  24850.501  17.134
1183      LU0      RTU        2016  25325.961  17.288
1184      LU0      RTU        2017  26006.671  17.868
1185      LU0      RTU        2018  26620.844  18.261
1186      LU0      RTU        2019  27172.640  18.579
1187      LU0      RTU        2020  25325.620  18.824
1188      LU0      RTU        2021  28390.530  19.597
1189     LU00      RTU        1995  14523.828   9.638
1190     LU00      RTU        1996  15082.784  10.312
1191     LU00      RTU        1997  15546.809  10.750
1192     LU00      RTU        1998  15876.277  10.991
1193     LU00      RTU        1999  15782.928  10.904
1194     LU00      RTU        2000  15918.812  11.007
1195     LU00      RTU        2001  16627.281  11.477
1196     LU00      RTU        2002  17052.726  11.848
1197     LU00      RTU        2003  17487.142  12.014
1198     LU00      RTU        2004  17929.598  12.416
1199     LU00      RTU        2005  18437.858  12.557
1200     LU00      RTU        2006  19464.556  13.319
1201     LU00      RTU        2007  19851.929  13.491
1202     LU00      RTU        2008  20646.780  13.986
1203     LU00      RTU        2009  21260.079  14.551
1204     LU00      RTU        2010  21887.406  15.051
1205     LU00      RTU        2011  22635.900  15.573
1206     LU00      RTU        2012  23164.229  16.005
1207     LU00      RTU        2013  23571.693  16.311
1208     LU00      RTU        2014  24467.463  16.801
1209     LU00      RTU        2015  24850.501  17.134
1210     LU00      RTU        2016  25325.961  17.288
1211     LU00      RTU        2017  26006.671  17.868
1212     LU00      RTU        2018  26620.844  18.261
1213     LU00      RTU        2019  27172.640  18.579
1214     LU00      RTU        2020  25325.620  18.824
1215     LU00      RTU        2021  28390.530  19.597

Merging datasets

The last step is usually compute the difference between the two columns with mutate()and apply a filter(). In other cases it would be more appropriate a chart.

Check internal consistency

In our case this is restricted to NACE, NUTS and transactions.

For NACE we would pivot the NACE to columns, calculate aggregates and see if they are different

Check internal consistency

readsdmx::read_sdmx("ARCHIVE/LU/221108_LOADING_A_T1002/1132_55_A_T1002/NAREG_T1002_A_LU_2021_0000_V0001.xml") %>% 
  janitor::clean_names() %>% 
  select(ref_area,sto,activity,time_period,obs_value) %>% 
  mutate(obs_value = as.numeric(obs_value)) %>% 
  filter(sto == "D1") %>% 
  pivot_wider(names_from =  activity,
               values_from = obs_value) %>% 
  mutate(TOTAL_c= A + BTE + F + GTJ + KTN + OTU,
         TOTAL_d = round(`_T` - TOTAL_c)) %>% 
  select (ref_area,time_period,`_T`, TOTAL_c, TOTAL_d)
# A tibble: 81 × 5
   ref_area time_period   `_T` TOTAL_c TOTAL_d
   <chr>    <chr>        <dbl>   <dbl>   <dbl>
 1 LU       1995         7344.   7344.       0
 2 LU       1996         7743.   7743.       0
 3 LU       1997         8211.   8211.       0
 4 LU       1998         8684.   8684.       0
 5 LU       1999         9554.   9554.       0
 6 LU       2000        10656.  10656.       0
 7 LU       2001        11638.  11638.       0
 8 LU       2002        12460.  12460.       0
 9 LU       2003        12872.  12872.       0
10 LU       2004        13648.  13648.       0
# … with 71 more rows

Check internal consistency

For checking the NUTS we profit from the fact that NUTS is a smart classification (except for the UK). NUTS 2 codes are a subset of NUTS3 codes. We aggregate the NUTS3 regions that share the same NUTS2 code and compared them with the original. We would do this for Germany.

tmp<-readsdmx::read_sdmx("ARCHIVE/DE/221221_LOADING_A_T1200/1616_40_A_T1200/NAREG_T1200_A_DE_2018_0000_V0002.xml") %>% 
  janitor::clean_names() %>% 
  select(ref_area,time_period, sto, accounting_entry, activity, unit_measure,obs_value) %>% 
  mutate(NUTS=str_length(ref_area)-2,
         obs_value=as.numeric(obs_value))

Check internal consistency

We aggregate the NUTS 3 regions into NUTS2 using their first 4 codes.

tmp2<-tmp %>%
    filter(NUTS=="3") %>%
    mutate(geo3 = substr(ref_area, start = 1, stop = 4)) %>%
    group_by(time_period, sto, accounting_entry, activity, unit_measure, geo3) %>%
    mutate(sum = sum(obs_value)) %>%
    select(time_period, sto, accounting_entry, activity, unit_measure, geo3, sum) %>%
    distinct() %>%
    rename(ref_area ="geo3") %>%
    ungroup()

Check internal consistency

And compare

NUTS3 <- left_join(tmp2, tmp) %>%
    select(NUTS,time_period, sto, accounting_entry, activity, unit_measure, ref_area, sum, obs_value) %>%
    mutate(diff = round(sum - obs_value, digits = 0),
           diffp = round (diff * 100/ obs_value, digits = 1))
head(NUTS3)
# A tibble: 6 × 11
   NUTS time_p…¹ sto   accou…² activ…³ unit_…⁴ ref_a…⁵   sum obs_v…⁶  diff diffp
  <dbl> <chr>    <chr> <chr>   <chr>   <chr>   <chr>   <dbl>   <dbl> <dbl> <dbl>
1     2 2018     EMP   _Z      BTE     PS      DE12    345.    345.      0     0
2     2 2019     EMP   _Z      BTE     PS      DE12    348.    348.      0     0
3     2 2020     EMP   _Z      BTE     PS      DE12    340.    340.      0     0
4     2 2018     EMP   _Z      A       PS      DE27     23.9    23.9     0     0
5     2 2019     EMP   _Z      A       PS      DE27     23.2    23.2     0     0
6     2 2020     EMP   _Z      A       PS      DE27     22.1    22.1     0     0
# … with abbreviated variable names ¹​time_period, ²​accounting_entry, ³​activity,
#   ⁴​unit_measure, ⁵​ref_area, ⁶​obs_value

Compute derived indicators

Calculate growth rates: We need to group by all variables except time and make sure that the years are arranged in ascending order and use the lag()operator.

tmp %>% 
  group_by(ref_area,sto,accounting_entry,activity,unit_measure) %>% 
  arrange(time_period, .by_group = TRUE) %>% 
  mutate(t1 = round(obs_value/lag(obs_value)*100-100,1)) %>% 
  head()
# A tibble: 6 × 9
# Groups:   ref_area, sto, accounting_entry, activity, unit_measure [2]
  ref_area time_period sto   accounting_en…¹ activ…² unit_…³ obs_v…⁴  NUTS    t1
  <chr>    <chr>       <chr> <chr>           <chr>   <chr>     <dbl> <dbl> <dbl>
1 DE       2018        EMP   _Z              _T      PS        44866     0  NA  
2 DE       2019        EMP   _Z              _T      PS        45277     0   0.9
3 DE       2020        EMP   _Z              _T      PS        44915     0  -0.8
4 DE       2018        EMP   _Z              A       PS          608     0  NA  
5 DE       2019        EMP   _Z              A       PS          598     0  -1.6
6 DE       2020        EMP   _Z              A       PS          580     0  -3  
# … with abbreviated variable names ¹​accounting_entry, ²​activity,
#   ³​unit_measure, ⁴​obs_value

Compute derived indicators

Calculate shares: We need to group by all variables except ref_area (shares in country) or activity (shares in NACE) and divide by a fixed row by group using [==].

tmp %>% 
group_by(sto,accounting_entry,activity,unit_measure) %>%
      mutate(share = round(obs_value*100 / obs_value[NUTS =="0"],1)) %>% 
      head()
# A tibble: 6 × 9
# Groups:   sto, accounting_entry, activity, unit_measure [2]
  ref_area time_period sto   accounting_en…¹ activ…² unit_…³ obs_v…⁴  NUTS share
  <chr>    <chr>       <chr> <chr>           <chr>   <chr>     <dbl> <dbl> <dbl>
1 DE124    2018        EMP   _Z              BTE     PS       46.9       3   0.6
2 DE124    2019        EMP   _Z              BTE     PS       46.9       3   0.6
3 DE124    2020        EMP   _Z              BTE     PS       45.5       3   0.6
4 DE273    2018        EMP   _Z              A       PS        0.41      3   0.1
5 DE273    2019        EMP   _Z              A       PS        0.387     3   0.1
6 DE273    2020        EMP   _Z              A       PS        0.363     3   0.1
# … with abbreviated variable names ¹​accounting_entry, ²​activity,
#   ³​unit_measure, ⁴​obs_value

Compute derived indicators

tmp %>% 
group_by(ref_area,sto,accounting_entry,unit_measure) %>%
      mutate(share = round(obs_value*100 / obs_value[activity =="_T"],1)) %>% 
      head()
# A tibble: 6 × 9
# Groups:   ref_area, sto, accounting_entry, unit_measure [2]
  ref_area time_period sto   accounting_en…¹ activ…² unit_…³ obs_v…⁴  NUTS share
  <chr>    <chr>       <chr> <chr>           <chr>   <chr>     <dbl> <dbl> <dbl>
1 DE124    2018        EMP   _Z              BTE     PS       46.9       3  39  
2 DE124    2019        EMP   _Z              BTE     PS       46.9       3  38.4
3 DE124    2020        EMP   _Z              BTE     PS       45.5       3  38.1
4 DE273    2018        EMP   _Z              A       PS        0.41      3   0.8
5 DE273    2019        EMP   _Z              A       PS        0.387     3   0.7
6 DE273    2020        EMP   _Z              A       PS        0.363     3   0.7
# … with abbreviated variable names ¹​accounting_entry, ²​activity,
#   ³​unit_measure, ⁴​obs_value

Compute derived indicators

In a few cases we use data.table()for the calculations

library(data.table)
as.data.table(tmp)[# here we would filter
                   ,share:= round(obs_value*100 / obs_value[activity =="_T"],1)
                    # here we do mutate (:=) and select .()
                   ,.(ref_area,sto,accounting_entry,unit_measure)] %>% # here is the group_by
head()
   ref_area time_period sto accounting_entry activity unit_measure obs_value
1:    DE124        2018 EMP               _Z      BTE           PS    46.894
2:    DE124        2019 EMP               _Z      BTE           PS    46.851
3:    DE124        2020 EMP               _Z      BTE           PS    45.537
4:    DE273        2018 EMP               _Z        A           PS     0.410
5:    DE273        2019 EMP               _Z        A           PS     0.387
6:    DE273        2020 EMP               _Z        A           PS     0.363
   NUTS share
1:    3  39.0
2:    3  38.4
3:    3  38.1
4:    3   0.8
5:    3   0.7
6:    3   0.7